[2025-12-17T20:15:03.492065] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-17T20:15:03.679811] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-17T20:15:03.862788] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-17T20:15:04.042337] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-17T20:15:04.042719] [WARN ] [STATE     ] State set to: WAITING
[2025-12-17T20:15:04.042798] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-17T20:15:04.125471] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-17T20:15:04.129814] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-17), and is a dependency of this service.
[2025-12-17T20:15:04.224723] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-17T20:15:04.297474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-17T20:15:04.385601] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-17T20:15:04.385850] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-17T20:15:04.385916] [INFO ] [CACHE     ] Starting cache update
[2025-12-17T20:15:04.385955] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-17T20:15:04.389645] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-17T20:15:04.389927] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-17T20:15:04.389972] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-17T20:15:04.390002] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-17T20:15:04.390032] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-17T20:15:04.470278] [DEBUG] [REMOTE    ] Fetched 3576 unique symbols from directory listing.
[2025-12-17T20:15:04.480848] [INFO ] [sig       ] Skipping 3576 symbols with existing configuration
[2025-12-17T20:15:04.481000] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-17T20:15:04.482373] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-17T20:15:04.482425] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-17T20:15:04.605051] [DEBUG] [REMOTE    ] Fetched 3576 unique symbols from directory listing.
[2025-12-17T20:15:04.609359] [INFO ] [sig       ] Found 3576 active symbols to forecast
[2025-12-17T20:15:04.613967] [INFO ] [sig       ] [1/3576] Forecasting A...
[2025-12-17T20:15:04.614055] [INFO ] [sig       ] Generating forecast for: A
[2025-12-17T20:15:04.614095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-17T20:15:04.626929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-17T20:15:04.627332] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-17T20:15:04.628339] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-17T20:15:04.628395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:04.628428] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:04.628456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:04.628515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:04.690528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:04.691491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:04.691616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:04.691652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:04.820749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:04.820948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:04.820990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:04.821047] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:04.824851] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=36.10%)
[2025-12-17T20:15:04.825170] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-17T20:15:04.825335] [INFO ] [sig       ] A: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:04.970869] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/A.txt
[2025-12-17T20:15:04.971032] [INFO ] [sig       ] [1/3576] Completed A in 0.4s | 2.80 sym/s | Total: 0.4s | ETA: 21.3m
[2025-12-17T20:15:04.971074] [INFO ] [sig       ] [2/3576] Forecasting AAL...
[2025-12-17T20:15:04.971105] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-17T20:15:04.971137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-17T20:15:04.982962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-17T20:15:04.983338] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-17T20:15:04.984229] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-17T20:15:04.984282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:04.984315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:04.984342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:04.984400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:05.042044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:05.042998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:05.043100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:05.043136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:05.176713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:05.176869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:05.176909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:05.176939] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:05.180661] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-17T20:15:05.180993] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-17T20:15:05.181141] [INFO ] [sig       ] AAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:05.326949] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAL.txt
[2025-12-17T20:15:05.327102] [INFO ] [sig       ] [2/3576] Completed AAL in 0.4s | 2.80 sym/s | Total: 0.7s | ETA: 21.2m
[2025-12-17T20:15:05.327145] [INFO ] [sig       ] [3/3576] Forecasting AAOI...
[2025-12-17T20:15:05.327175] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-17T20:15:05.327205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-17T20:15:05.339453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-17T20:15:05.339888] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-17T20:15:05.340764] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-17T20:15:05.340819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:05.340852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:05.340879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:05.340935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:05.396716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:05.397997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:05.398114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:05.398162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:05.530899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:05.531073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:05.531116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:05.531147] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:05.535319] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-17T20:15:05.535716] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-17T20:15:05.535867] [INFO ] [sig       ] AAOI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:05.680022] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAOI.txt
[2025-12-17T20:15:05.680164] [INFO ] [sig       ] [3/3576] Completed AAOI in 0.4s | 2.81 sym/s | Total: 1.1s | ETA: 21.2m
[2025-12-17T20:15:05.680203] [INFO ] [sig       ] [4/3576] Forecasting AAON...
[2025-12-17T20:15:05.680233] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-17T20:15:05.680263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-17T20:15:05.692318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-17T20:15:05.692755] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-17T20:15:05.693660] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-17T20:15:05.693717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:05.693750] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:05.693778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:05.693836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:05.759457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:05.760596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:05.760702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:05.760735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:05.889251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:05.889424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:05.889466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:05.889496] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:05.893230] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=60.07%)
[2025-12-17T20:15:05.893570] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-17T20:15:05.893748] [INFO ] [sig       ] AAON: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:06.039777] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAON.txt
[2025-12-17T20:15:06.039938] [INFO ] [sig       ] [4/3576] Completed AAON in 0.4s | 2.81 sym/s | Total: 1.4s | ETA: 21.2m
[2025-12-17T20:15:06.039979] [INFO ] [sig       ] [5/3576] Forecasting AAP...
[2025-12-17T20:15:06.040011] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-17T20:15:06.040044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-17T20:15:06.052194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-17T20:15:06.052561] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-17T20:15:06.053408] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-17T20:15:06.053470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:06.053505] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:06.053532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:06.053624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:06.112663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:06.113466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:06.113561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:06.113618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:06.235345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:06.235500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:06.235542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:06.235587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:06.239094] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=39.09%)
[2025-12-17T20:15:06.239389] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-17T20:15:06.239531] [INFO ] [sig       ] AAP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:06.388997] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AAP.txt
[2025-12-17T20:15:06.389162] [INFO ] [sig       ] [5/3576] Completed AAP in 0.3s | 2.82 sym/s | Total: 1.8s | ETA: 21.1m
[2025-12-17T20:15:06.389203] [INFO ] [sig       ] [6/3576] Forecasting AAPB...
[2025-12-17T20:15:06.389234] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-17T20:15:06.389266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-17T20:15:06.403159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-17T20:15:06.403596] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-17T20:15:06.404441] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-17T20:15:06.404496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:06.404530] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:06.404559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:06.404639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:06.468454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:06.469376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:06.469462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:06.469495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:06.590837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:06.590990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:06.591030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:06.591063] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:06.594796] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=72.10%)
[2025-12-17T20:15:06.595104] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-17T20:15:06.595246] [INFO ] [sig       ] AAPB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:06.743323] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAPB.txt
[2025-12-17T20:15:06.743501] [INFO ] [sig       ] [6/3576] Completed AAPB in 0.4s | 2.82 sym/s | Total: 2.1s | ETA: 21.1m
[2025-12-17T20:15:06.743545] [INFO ] [sig       ] [7/3576] Forecasting AAPD...
[2025-12-17T20:15:06.743595] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-17T20:15:06.743631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-17T20:15:06.755800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-17T20:15:06.756139] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-17T20:15:06.756972] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-17T20:15:06.757036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:06.757070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:06.757097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:06.757155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:06.815559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:06.816277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:06.816363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:06.816397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:06.942790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:06.942941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:06.942981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:06.943008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:06.946368] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-17T20:15:06.946661] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-17T20:15:06.946795] [INFO ] [sig       ] AAPD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:07.097542] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAPD.txt
[2025-12-17T20:15:07.097713] [INFO ] [sig       ] [7/3576] Completed AAPD in 0.4s | 2.82 sym/s | Total: 2.5s | ETA: 21.1m
[2025-12-17T20:15:07.097755] [INFO ] [sig       ] [8/3576] Forecasting AAPL...
[2025-12-17T20:15:07.097786] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-17T20:15:07.097818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-17T20:15:07.111054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-17T20:15:07.111429] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-17T20:15:07.112301] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-17T20:15:07.112356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:07.112389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:07.112417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:07.112474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:07.173757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:07.174639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:07.174740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:07.174781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:07.302948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:07.303099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:07.303139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:07.303167] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:07.307121] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-17T20:15:07.307419] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-17T20:15:07.307561] [INFO ] [sig       ] AAPL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:07.450344] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAPL.txt
[2025-12-17T20:15:07.450487] [INFO ] [sig       ] [8/3576] Completed AAPL in 0.4s | 2.82 sym/s | Total: 2.8s | ETA: 21.1m
[2025-12-17T20:15:07.450528] [INFO ] [sig       ] [9/3576] Forecasting AAXJ...
[2025-12-17T20:15:07.450558] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-17T20:15:07.450611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-17T20:15:07.462940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-17T20:15:07.463284] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-17T20:15:07.464234] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-17T20:15:07.464297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:07.464332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:07.464360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:07.464418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:07.525065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:07.525961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:07.526054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:07.526089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:07.657468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:07.657638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:07.657687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:07.657718] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:07.661986] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-17T20:15:07.662346] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-17T20:15:07.662515] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:07.809602] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AAXJ.txt
[2025-12-17T20:15:07.809747] [INFO ] [sig       ] [9/3576] Completed AAXJ in 0.4s | 2.82 sym/s | Total: 3.2s | ETA: 21.1m
[2025-12-17T20:15:07.809788] [INFO ] [sig       ] [10/3576] Forecasting AB...
[2025-12-17T20:15:07.809819] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-17T20:15:07.809852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-17T20:15:07.822709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-17T20:15:07.823054] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-17T20:15:07.823908] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-17T20:15:07.823963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:07.824021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:07.824051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:07.824111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:07.886035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:07.886879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:07.886963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:07.886996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:08.015728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:08.015884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:08.015938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:08.015983] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:08.020048] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-17T20:15:08.020346] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-17T20:15:08.020483] [INFO ] [sig       ] AB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:08.166595] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AB.txt
[2025-12-17T20:15:08.166746] [INFO ] [sig       ] [10/3576] Completed AB in 0.4s | 2.81 sym/s | Total: 3.6s | ETA: 21.1m
[2025-12-17T20:15:08.166790] [INFO ] [sig       ] [11/3576] Forecasting ABCB...
[2025-12-17T20:15:08.166819] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-17T20:15:08.166851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-17T20:15:08.178632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-17T20:15:08.179001] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-17T20:15:08.179976] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-17T20:15:08.180031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:08.180063] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:08.180093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:08.180177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:08.244204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:08.245162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:08.245255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:08.245289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:08.372198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:08.372353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:08.372399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:08.372427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:08.376055] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-17T20:15:08.376346] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-17T20:15:08.376482] [INFO ] [sig       ] ABCB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:08.524721] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABCB.txt
[2025-12-17T20:15:08.524872] [INFO ] [sig       ] [11/3576] Completed ABCB in 0.4s | 2.81 sym/s | Total: 3.9s | ETA: 21.1m
[2025-12-17T20:15:08.524915] [INFO ] [sig       ] [12/3576] Forecasting ABCL...
[2025-12-17T20:15:08.524946] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-17T20:15:08.524978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-17T20:15:08.537187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-17T20:15:08.537510] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-17T20:15:08.538639] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-17T20:15:08.538705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:08.538746] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:08.538776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:08.538832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:08.600940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:08.601810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:08.601899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:08.601935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:08.735593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:08.735749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:08.735789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:08.735818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:08.739414] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-17T20:15:08.739765] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-17T20:15:08.739907] [INFO ] [sig       ] ABCL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:08.883950] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABCL.txt
[2025-12-17T20:15:08.884121] [INFO ] [sig       ] [12/3576] Completed ABCL in 0.4s | 2.81 sym/s | Total: 4.3s | ETA: 21.1m
[2025-12-17T20:15:08.884178] [INFO ] [sig       ] [13/3576] Forecasting ABEO...
[2025-12-17T20:15:08.884210] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-17T20:15:08.884243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-17T20:15:08.896098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-17T20:15:08.896429] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-17T20:15:08.897316] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-17T20:15:08.897382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:08.897438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:08.897470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:08.897528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:08.958214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:08.959008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:08.959092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:08.959125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:09.087985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:09.088141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:09.088181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:09.088247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:09.092140] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-17T20:15:09.092474] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-17T20:15:09.092640] [INFO ] [sig       ] ABEO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:09.245587] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ABEO.txt
[2025-12-17T20:15:09.245747] [INFO ] [sig       ] [13/3576] Completed ABEO in 0.4s | 2.81 sym/s | Total: 4.6s | ETA: 21.2m
[2025-12-17T20:15:09.245788] [INFO ] [sig       ] [14/3576] Forecasting ABG...
[2025-12-17T20:15:09.245819] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-17T20:15:09.245852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-17T20:15:09.259610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-17T20:15:09.260009] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-17T20:15:09.260847] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-17T20:15:09.260901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:09.260933] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:09.260959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:09.261016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:09.317631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:09.318500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:09.318603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:09.318639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:09.440490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:09.440679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:09.440724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:09.440752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:09.444149] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-17T20:15:09.444423] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-17T20:15:09.444555] [INFO ] [sig       ] ABG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:09.584932] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABG.txt
[2025-12-17T20:15:09.585078] [INFO ] [sig       ] [14/3576] Completed ABG in 0.3s | 2.82 sym/s | Total: 5.0s | ETA: 21.1m
[2025-12-17T20:15:09.585117] [INFO ] [sig       ] [15/3576] Forecasting ABL...
[2025-12-17T20:15:09.585146] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-17T20:15:09.585175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-17T20:15:09.596866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-17T20:15:09.597188] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-17T20:15:09.598139] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-17T20:15:09.598193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:09.598224] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:09.598250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:09.598307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:09.663312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:09.664315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:09.664433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:09.664481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:09.809264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:09.809426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:09.809467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:09.809496] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:09.813555] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=34.51%)
[2025-12-17T20:15:09.813905] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-17T20:15:09.814052] [INFO ] [sig       ] ABL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:09.961434] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABL.txt
[2025-12-17T20:15:09.961609] [INFO ] [sig       ] [15/3576] Completed ABL in 0.4s | 2.80 sym/s | Total: 5.3s | ETA: 21.2m
[2025-12-17T20:15:09.961653] [INFO ] [sig       ] [16/3576] Forecasting ABM...
[2025-12-17T20:15:09.961689] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-17T20:15:09.961734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-17T20:15:09.974169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-17T20:15:09.974551] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-17T20:15:09.975421] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-17T20:15:09.975475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:09.975507] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:09.975534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:09.975618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:10.035089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:10.036204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:10.036298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:10.036331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:10.157454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:10.157630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:10.157671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:10.157700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:10.161105] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-17T20:15:10.161378] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-17T20:15:10.161509] [INFO ] [sig       ] ABM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:10.298591] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABM.txt
[2025-12-17T20:15:10.298758] [INFO ] [sig       ] [16/3576] Completed ABM in 0.3s | 2.81 sym/s | Total: 5.7s | ETA: 21.1m
[2025-12-17T20:15:10.298798] [INFO ] [sig       ] [17/3576] Forecasting ABNB...
[2025-12-17T20:15:10.298829] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-17T20:15:10.298885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-17T20:15:10.314271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-17T20:15:10.314608] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-17T20:15:10.315429] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-17T20:15:10.315482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:10.315515] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:10.315541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:10.315613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:10.372311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:10.372982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:10.373064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:10.373097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:10.495446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:10.495632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:10.495695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:10.495725] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:10.499229] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-17T20:15:10.499518] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-17T20:15:10.499675] [INFO ] [sig       ] ABNB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:10.639742] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ABNB.txt
[2025-12-17T20:15:10.639880] [INFO ] [sig       ] [17/3576] Completed ABNB in 0.3s | 2.82 sym/s | Total: 6.0s | ETA: 21.0m
[2025-12-17T20:15:10.639919] [INFO ] [sig       ] [18/3576] Forecasting ABOS...
[2025-12-17T20:15:10.639947] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-17T20:15:10.639979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-17T20:15:10.651616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-17T20:15:10.651917] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-17T20:15:10.652705] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-17T20:15:10.652757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:10.652798] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:10.652825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:10.652880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:10.708518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:10.709214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:10.709295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:10.709326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:10.827995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:10.828142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:10.828182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:10.828209] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:10.831561] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-17T20:15:10.831877] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-17T20:15:10.832007] [INFO ] [sig       ] ABOS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:10.970193] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABOS.txt
[2025-12-17T20:15:10.970353] [INFO ] [sig       ] [18/3576] Completed ABOS in 0.3s | 2.83 sym/s | Total: 6.4s | ETA: 20.9m
[2025-12-17T20:15:10.970393] [INFO ] [sig       ] [19/3576] Forecasting ABSI...
[2025-12-17T20:15:10.970421] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-17T20:15:10.970452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-17T20:15:10.982990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-17T20:15:10.983377] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-17T20:15:10.984218] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-17T20:15:10.984273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:10.984304] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:10.984330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:10.984387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:11.043546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:11.044436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:11.044521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:11.044556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:11.175962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:11.176115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:11.176154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:11.176182] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:11.179565] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-17T20:15:11.179862] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-17T20:15:11.179991] [INFO ] [sig       ] ABSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:11.324257] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ABSI.txt
[2025-12-17T20:15:11.324385] [INFO ] [sig       ] [19/3576] Completed ABSI in 0.4s | 2.83 sym/s | Total: 6.7s | ETA: 20.9m
[2025-12-17T20:15:11.324424] [INFO ] [sig       ] [20/3576] Forecasting ABUS...
[2025-12-17T20:15:11.324453] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-17T20:15:11.324484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-17T20:15:11.335323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-17T20:15:11.335636] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-17T20:15:11.336428] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-17T20:15:11.336480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:11.336512] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:11.336540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:11.336615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:11.393670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:11.394298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:11.394409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:11.394452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:11.510887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:11.511237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:11.511276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:11.511305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:11.515010] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-17T20:15:11.515298] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-17T20:15:11.515431] [INFO ] [sig       ] ABUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:11.662504] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABUS.txt
[2025-12-17T20:15:11.662640] [INFO ] [sig       ] [20/3576] Completed ABUS in 0.3s | 2.84 sym/s | Total: 7.0s | ETA: 20.9m
[2025-12-17T20:15:11.662680] [INFO ] [sig       ] [21/3576] Forecasting ABVC...
[2025-12-17T20:15:11.662711] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-17T20:15:11.662741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-17T20:15:11.673752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-17T20:15:11.674057] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-17T20:15:11.674849] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-17T20:15:11.674908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:11.674940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:11.674967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:11.675024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:11.729965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:11.730620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:11.730699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:11.730731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:11.852086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:11.852238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:11.852278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:11.852307] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:11.855681] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-17T20:15:11.856006] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-17T20:15:11.856146] [INFO ] [sig       ] ABVC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:11.994536] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ABVC.txt
[2025-12-17T20:15:11.994706] [INFO ] [sig       ] [21/3576] Completed ABVC in 0.3s | 2.85 sym/s | Total: 7.4s | ETA: 20.8m
[2025-12-17T20:15:11.994752] [INFO ] [sig       ] [22/3576] Forecasting ABVE...
[2025-12-17T20:15:11.994797] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-17T20:15:11.994832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-17T20:15:12.006711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-17T20:15:12.007297] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-17T20:15:12.008104] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-17T20:15:12.008157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:12.008190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:12.008218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:12.008277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:12.066774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:12.067548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:12.067646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:12.067679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:12.198606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:12.198790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:12.198889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:12.198939] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:12.204167] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2025-12-17T20:15:12.204590] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-17T20:15:12.204779] [INFO ] [sig       ] ABVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:12.346612] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ABVE.txt
[2025-12-17T20:15:12.346741] [INFO ] [sig       ] [22/3576] Completed ABVE in 0.4s | 2.85 sym/s | Total: 7.7s | ETA: 20.8m
[2025-12-17T20:15:12.346779] [INFO ] [sig       ] [23/3576] Forecasting ABVX...
[2025-12-17T20:15:12.346809] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-17T20:15:12.346839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-17T20:15:12.357586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-17T20:15:12.357864] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-17T20:15:12.358647] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-17T20:15:12.358699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:12.358731] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:12.358759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:12.358814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:12.414093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:12.414721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:12.414802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:12.414835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:12.531157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:12.531311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:12.531352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:12.531382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:12.534791] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-17T20:15:12.535268] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-17T20:15:12.535418] [INFO ] [sig       ] ABVX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:12.679319] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ABVX.txt
[2025-12-17T20:15:12.679551] [INFO ] [sig       ] [23/3576] Completed ABVX in 0.3s | 2.85 sym/s | Total: 8.1s | ETA: 20.8m
[2025-12-17T20:15:12.679636] [INFO ] [sig       ] [24/3576] Forecasting ACA...
[2025-12-17T20:15:12.679682] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-17T20:15:12.679728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-17T20:15:12.691052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-17T20:15:12.691412] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-17T20:15:12.692290] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-17T20:15:12.692345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:12.692379] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:12.692407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:12.692465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:12.750358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:12.751249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:12.751337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:12.751371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:12.871251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:12.871404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:12.871445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:12.871473] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:12.874870] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-17T20:15:12.875160] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-17T20:15:12.875297] [INFO ] [sig       ] ACA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:13.013850] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACA.txt
[2025-12-17T20:15:13.014004] [INFO ] [sig       ] [24/3576] Completed ACA in 0.3s | 2.86 sym/s | Total: 8.4s | ETA: 20.7m
[2025-12-17T20:15:13.014044] [INFO ] [sig       ] [25/3576] Forecasting ACAD...
[2025-12-17T20:15:13.014074] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-17T20:15:13.014106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-17T20:15:13.025738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-17T20:15:13.026084] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-17T20:15:13.026873] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-17T20:15:13.026925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:13.026956] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:13.026983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:13.027039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:13.086612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:13.087419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:13.087503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:13.087537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:13.207653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:13.207810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:13.207857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:13.207901] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:13.211361] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-17T20:15:13.211665] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-17T20:15:13.211798] [INFO ] [sig       ] ACAD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:13.351883] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACAD.txt
[2025-12-17T20:15:13.352012] [INFO ] [sig       ] [25/3576] Completed ACAD in 0.3s | 2.86 sym/s | Total: 8.7s | ETA: 20.7m
[2025-12-17T20:15:13.352050] [INFO ] [sig       ] [26/3576] Forecasting ACB...
[2025-12-17T20:15:13.352078] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-17T20:15:13.352107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-17T20:15:13.363167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-17T20:15:13.363451] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-17T20:15:13.364236] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-17T20:15:13.364288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:13.364320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:13.364347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:13.364403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:13.420676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:13.421400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:13.421482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:13.421514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:13.544493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:13.544667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:13.544712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:13.544750] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:13.548210] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-17T20:15:13.548494] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-17T20:15:13.548646] [INFO ] [sig       ] ACB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:13.685358] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACB.txt
[2025-12-17T20:15:13.685492] [INFO ] [sig       ] [26/3576] Completed ACB in 0.3s | 2.87 sym/s | Total: 9.1s | ETA: 20.6m
[2025-12-17T20:15:13.685531] [INFO ] [sig       ] [27/3576] Forecasting ACCO...
[2025-12-17T20:15:13.685561] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-17T20:15:13.685611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-17T20:15:13.697566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-17T20:15:13.697887] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-17T20:15:13.698686] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-17T20:15:13.698738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:13.698796] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:13.698827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:13.698909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:13.755493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:13.756274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:13.756357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:13.756402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:13.883512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:13.883687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:13.883730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:13.883760] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:13.887286] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-17T20:15:13.887646] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-17T20:15:13.887803] [INFO ] [sig       ] ACCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:14.026785] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACCO.txt
[2025-12-17T20:15:14.026956] [INFO ] [sig       ] [27/3576] Completed ACCO in 0.3s | 2.87 sym/s | Total: 9.4s | ETA: 20.6m
[2025-12-17T20:15:14.026998] [INFO ] [sig       ] [28/3576] Forecasting ACDC...
[2025-12-17T20:15:14.027028] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-17T20:15:14.027059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-17T20:15:14.038488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-17T20:15:14.038779] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-17T20:15:14.039662] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-17T20:15:14.039714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:14.039747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:14.039774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:14.039830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:14.097242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:14.098118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:14.098204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:14.098236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:14.213242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:14.213400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:14.213439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:14.213469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:14.217302] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-17T20:15:14.217619] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-17T20:15:14.217766] [INFO ] [sig       ] ACDC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:14.360734] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACDC.txt
[2025-12-17T20:15:14.360896] [INFO ] [sig       ] [28/3576] Completed ACDC in 0.3s | 2.87 sym/s | Total: 9.7s | ETA: 20.6m
[2025-12-17T20:15:14.360936] [INFO ] [sig       ] [29/3576] Forecasting ACEL...
[2025-12-17T20:15:14.360967] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-17T20:15:14.360998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-17T20:15:14.372340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-17T20:15:14.372723] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-17T20:15:14.373495] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-17T20:15:14.373546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:14.373603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:14.373644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:14.373702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:14.429626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:14.430566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:14.430667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:14.430699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:14.548553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:14.548722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:14.548764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:14.548794] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:14.552223] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-17T20:15:14.552501] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-17T20:15:14.552647] [INFO ] [sig       ] ACEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:14.695375] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACEL.txt
[2025-12-17T20:15:14.695505] [INFO ] [sig       ] [29/3576] Completed ACEL in 0.3s | 2.88 sym/s | Total: 10.1s | ETA: 20.6m
[2025-12-17T20:15:14.695542] [INFO ] [sig       ] [30/3576] Forecasting ACGL...
[2025-12-17T20:15:14.695598] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-17T20:15:14.695635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-17T20:15:14.706509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-17T20:15:14.706874] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-17T20:15:14.707668] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-17T20:15:14.707721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:14.707752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:14.707782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:14.707839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:14.764398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:14.765267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:14.765350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:14.765382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:14.882669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:14.882822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:14.882862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:14.882921] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:14.886294] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-17T20:15:14.886562] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-17T20:15:14.886711] [INFO ] [sig       ] ACGL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:15.026030] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACGL.txt
[2025-12-17T20:15:15.026187] [INFO ] [sig       ] [30/3576] Completed ACGL in 0.3s | 2.88 sym/s | Total: 10.4s | ETA: 20.5m
[2025-12-17T20:15:15.026228] [INFO ] [sig       ] [31/3576] Forecasting ACGLN...
[2025-12-17T20:15:15.026257] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-17T20:15:15.026289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-17T20:15:15.038016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-17T20:15:15.038473] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-17T20:15:15.039276] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-17T20:15:15.039328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:15.039361] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:15.039389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:15.039445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:15.095935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:15.096812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:15.096899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:15.096932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:15.212610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:15.212763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:15.212803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:15.212831] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:15.216182] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=68.71%)
[2025-12-17T20:15:15.216451] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-17T20:15:15.216594] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:15.358754] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACGLN.txt
[2025-12-17T20:15:15.358932] [INFO ] [sig       ] [31/3576] Completed ACGLN in 0.3s | 2.89 sym/s | Total: 10.7s | ETA: 20.5m
[2025-12-17T20:15:15.358974] [INFO ] [sig       ] [32/3576] Forecasting ACGLO...
[2025-12-17T20:15:15.359005] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-17T20:15:15.359036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-17T20:15:15.370656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-17T20:15:15.371038] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-17T20:15:15.371831] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-17T20:15:15.371882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:15.371913] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:15.371939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:15.371996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:15.428192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:15.429054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:15.429137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:15.429168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:15.548043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:15.548194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:15.548236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:15.548265] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:15.551718] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-17T20:15:15.552003] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-17T20:15:15.552137] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:15.691992] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACGLO.txt
[2025-12-17T20:15:15.692138] [INFO ] [sig       ] [32/3576] Completed ACGLO in 0.3s | 2.89 sym/s | Total: 11.1s | ETA: 20.4m
[2025-12-17T20:15:15.692178] [INFO ] [sig       ] [33/3576] Forecasting ACHC...
[2025-12-17T20:15:15.692209] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-17T20:15:15.692247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-17T20:15:15.705092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-17T20:15:15.705423] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-17T20:15:15.706266] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-17T20:15:15.706320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:15.706353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:15.706379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:15.706436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:15.763253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:15.764201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:15.764288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:15.764321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:15.888275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:15.888435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:15.888479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:15.888507] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:15.892282] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-17T20:15:15.892595] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-17T20:15:15.892733] [INFO ] [sig       ] ACHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:16.035733] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACHC.txt
[2025-12-17T20:15:16.035904] [INFO ] [sig       ] [33/3576] Completed ACHC in 0.3s | 2.89 sym/s | Total: 11.4s | ETA: 20.4m
[2025-12-17T20:15:16.035944] [INFO ] [sig       ] [34/3576] Forecasting ACI...
[2025-12-17T20:15:16.035972] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-17T20:15:16.036005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-17T20:15:16.048327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-17T20:15:16.048735] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-17T20:15:16.049600] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-17T20:15:16.049655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:16.049686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:16.049713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:16.049769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:16.118979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:16.120078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:16.120188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:16.120231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:16.245688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:16.245846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:16.245888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:16.245916] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:16.249414] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-17T20:15:16.249723] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-17T20:15:16.249887] [INFO ] [sig       ] ACI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:16.408620] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACI.txt
[2025-12-17T20:15:16.408800] [INFO ] [sig       ] [34/3576] Completed ACI in 0.4s | 2.88 sym/s | Total: 11.8s | ETA: 20.5m
[2025-12-17T20:15:16.408874] [INFO ] [sig       ] [35/3576] Forecasting ACIC...
[2025-12-17T20:15:16.408907] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-17T20:15:16.408945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-17T20:15:16.420993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-17T20:15:16.421373] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-17T20:15:16.422160] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-17T20:15:16.422212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:16.422244] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:16.422270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:16.422326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:16.478279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:16.479211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:16.479299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:16.479331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:16.601353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:16.601505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:16.601549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:16.601596] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:16.604981] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-17T20:15:16.605256] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-17T20:15:16.605407] [INFO ] [sig       ] ACIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:16.748480] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACIC.txt
[2025-12-17T20:15:16.748663] [INFO ] [sig       ] [35/3576] Completed ACIC in 0.3s | 2.88 sym/s | Total: 12.1s | ETA: 20.5m
[2025-12-17T20:15:16.748705] [INFO ] [sig       ] [36/3576] Forecasting ACLS...
[2025-12-17T20:15:16.748737] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-17T20:15:16.748776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-17T20:15:16.760772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-17T20:15:16.761162] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-17T20:15:16.761997] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-17T20:15:16.762051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:16.762084] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:16.762112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:16.762170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:16.818746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:16.819685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:16.819774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:16.819808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:16.942506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:16.942690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:16.942732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:16.942775] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:16.946380] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-17T20:15:16.946739] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-17T20:15:16.946882] [INFO ] [sig       ] ACLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:17.087747] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACLS.txt
[2025-12-17T20:15:17.087903] [INFO ] [sig       ] [36/3576] Completed ACLS in 0.3s | 2.89 sym/s | Total: 12.5s | ETA: 20.4m
[2025-12-17T20:15:17.087944] [INFO ] [sig       ] [37/3576] Forecasting ACLX...
[2025-12-17T20:15:17.087974] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-17T20:15:17.088005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-17T20:15:17.099508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-17T20:15:17.099873] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-17T20:15:17.100683] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-17T20:15:17.100734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:17.100766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:17.100793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:17.100849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:17.156666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:17.157544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:17.157682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:17.157716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:17.277835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:17.277993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:17.278033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:17.278061] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:17.281546] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-17T20:15:17.281841] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-17T20:15:17.281973] [INFO ] [sig       ] ACLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:17.421033] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACLX.txt
[2025-12-17T20:15:17.421161] [INFO ] [sig       ] [37/3576] Completed ACLX in 0.3s | 2.89 sym/s | Total: 12.8s | ETA: 20.4m
[2025-12-17T20:15:17.421202] [INFO ] [sig       ] [38/3576] Forecasting ACM...
[2025-12-17T20:15:17.421232] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-17T20:15:17.421263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-17T20:15:17.432998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-17T20:15:17.433279] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-17T20:15:17.434064] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-17T20:15:17.434115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:17.434146] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:17.434172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:17.434230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:17.490153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:17.490769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:17.490847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:17.490880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:17.606728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:17.606830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:17.606868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:17.606896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:17.610127] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-17T20:15:17.610389] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-17T20:15:17.610518] [INFO ] [sig       ] ACM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:17.749870] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACM.txt
[2025-12-17T20:15:17.750013] [INFO ] [sig       ] [38/3576] Completed ACM in 0.3s | 2.89 sym/s | Total: 13.1s | ETA: 20.4m
[2025-12-17T20:15:17.750050] [INFO ] [sig       ] [39/3576] Forecasting ACN...
[2025-12-17T20:15:17.750078] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-17T20:15:17.750108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-17T20:15:17.761839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-17T20:15:17.762143] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-17T20:15:17.762918] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-17T20:15:17.762969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:17.763001] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:17.763027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:17.763083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:17.818795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:17.819448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:17.819528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:17.819559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:17.938689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:17.938848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:17.938911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:17.938939] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:17.942278] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=29.27%)
[2025-12-17T20:15:17.942548] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-17T20:15:17.942695] [INFO ] [sig       ] ACN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:18.085060] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACN.txt
[2025-12-17T20:15:18.085233] [INFO ] [sig       ] [39/3576] Completed ACN in 0.3s | 2.90 sym/s | Total: 13.5s | ETA: 20.4m
[2025-12-17T20:15:18.085273] [INFO ] [sig       ] [40/3576] Forecasting ACNB...
[2025-12-17T20:15:18.085305] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-17T20:15:18.085336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-17T20:15:18.097280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-17T20:15:18.097670] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-17T20:15:18.098433] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-17T20:15:18.098484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:18.098516] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:18.098543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:18.098633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:18.154140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:18.155045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:18.155129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:18.155161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:18.277549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:18.277732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:18.277773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:18.277805] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:18.281364] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=69.94%)
[2025-12-17T20:15:18.281723] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-17T20:15:18.281867] [INFO ] [sig       ] ACNB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:18.447782] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACNB.txt
[2025-12-17T20:15:18.447988] [INFO ] [sig       ] [40/3576] Completed ACNB in 0.4s | 2.89 sym/s | Total: 13.8s | ETA: 20.4m
[2025-12-17T20:15:18.448032] [INFO ] [sig       ] [41/3576] Forecasting ACON...
[2025-12-17T20:15:18.448063] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-17T20:15:18.448096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-17T20:15:18.461834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-17T20:15:18.462302] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-17T20:15:18.463328] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-17T20:15:18.463390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:18.463431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:18.463465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:18.463540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:18.550706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:18.551975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:18.552107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:18.552164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:18.698017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:18.698216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:18.698275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:18.698319] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:18.702288] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-17T20:15:18.702674] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-17T20:15:18.702833] [INFO ] [sig       ] ACON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:18.922760] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACON.txt
[2025-12-17T20:15:18.922988] [INFO ] [sig       ] [41/3576] Completed ACON in 0.5s | 2.87 sym/s | Total: 14.3s | ETA: 20.6m
[2025-12-17T20:15:18.923051] [INFO ] [sig       ] [42/3576] Forecasting ACP...
[2025-12-17T20:15:18.923097] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-17T20:15:18.923141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-17T20:15:18.953292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-17T20:15:18.954009] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-17T20:15:18.955167] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-17T20:15:18.955255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:18.955294] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:18.955325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:18.955397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:19.031970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:19.033253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:19.033374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:19.033425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:19.191271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:19.191469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:19.191537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:19.191612] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:19.196972] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-17T20:15:19.197464] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-17T20:15:19.197714] [INFO ] [sig       ] ACP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:19.386539] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACP.txt
[2025-12-17T20:15:19.386726] [INFO ] [sig       ] [42/3576] Completed ACP in 0.5s | 2.84 sym/s | Total: 14.8s | ETA: 20.7m
[2025-12-17T20:15:19.386766] [INFO ] [sig       ] [43/3576] Forecasting ACRE...
[2025-12-17T20:15:19.386797] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-17T20:15:19.386828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-17T20:15:19.399411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-17T20:15:19.399856] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-17T20:15:19.400789] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-17T20:15:19.400845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:19.400879] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:19.400906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:19.400964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:19.462304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:19.463304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:19.463407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:19.463451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:19.596863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:19.597027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:19.597070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:19.597100] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:19.601228] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-17T20:15:19.601589] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-17T20:15:19.601739] [INFO ] [sig       ] ACRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:19.754401] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACRE.txt
[2025-12-17T20:15:19.754630] [INFO ] [sig       ] [43/3576] Completed ACRE in 0.4s | 2.84 sym/s | Total: 15.1s | ETA: 20.7m
[2025-12-17T20:15:19.754694] [INFO ] [sig       ] [44/3576] Forecasting ACRS...
[2025-12-17T20:15:19.754740] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-17T20:15:19.754783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-17T20:15:19.767325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-17T20:15:19.767802] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-17T20:15:19.768817] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-17T20:15:19.768919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:19.768999] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:19.769038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:19.769113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:19.826990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:19.827894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:19.827981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:19.828014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:19.950651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:19.950806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:19.950848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:19.950877] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:19.954302] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-17T20:15:19.954599] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-17T20:15:19.954732] [INFO ] [sig       ] ACRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:20.107220] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACRS.txt
[2025-12-17T20:15:20.107354] [INFO ] [sig       ] [44/3576] Completed ACRS in 0.4s | 2.84 sym/s | Total: 15.5s | ETA: 20.7m
[2025-12-17T20:15:20.107394] [INFO ] [sig       ] [45/3576] Forecasting ACTG...
[2025-12-17T20:15:20.107423] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-17T20:15:20.107453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-17T20:15:20.119241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-17T20:15:20.119590] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-17T20:15:20.120356] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-17T20:15:20.120406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:20.120438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:20.120465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:20.120520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:20.177016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:20.177892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:20.177975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:20.178007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:20.298638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:20.298790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:20.298830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:20.298883] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:20.302281] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-17T20:15:20.302565] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-17T20:15:20.302715] [INFO ] [sig       ] ACTG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:20.441286] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACTG.txt
[2025-12-17T20:15:20.441436] [INFO ] [sig       ] [45/3576] Completed ACTG in 0.3s | 2.84 sym/s | Total: 15.8s | ETA: 20.7m
[2025-12-17T20:15:20.441477] [INFO ] [sig       ] [46/3576] Forecasting ACVA...
[2025-12-17T20:15:20.441506] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-17T20:15:20.441537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-17T20:15:20.453664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-17T20:15:20.454017] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-17T20:15:20.454805] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-17T20:15:20.454857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:20.454897] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:20.454929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:20.454998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:20.513792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:20.514620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:20.514704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:20.514737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:20.634798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:20.634950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:20.634990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:20.635018] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:20.638495] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2025-12-17T20:15:20.638832] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-17T20:15:20.638989] [INFO ] [sig       ] ACVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:20.782021] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACVA.txt
[2025-12-17T20:15:20.782159] [INFO ] [sig       ] [46/3576] Completed ACVA in 0.3s | 2.85 sym/s | Total: 16.2s | ETA: 20.7m
[2025-12-17T20:15:20.782198] [INFO ] [sig       ] [47/3576] Forecasting ACWI...
[2025-12-17T20:15:20.782227] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-17T20:15:20.782259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-17T20:15:20.794254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-17T20:15:20.794554] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-17T20:15:20.795374] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-17T20:15:20.795428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:20.795460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:20.795487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:20.795544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:20.853793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:20.854537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:20.854654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:20.854691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:20.976393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:20.976545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:20.976602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:20.976664] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:20.980089] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-17T20:15:20.980378] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-17T20:15:20.980504] [INFO ] [sig       ] ACWI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:21.119018] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACWI.txt
[2025-12-17T20:15:21.119161] [INFO ] [sig       ] [47/3576] Completed ACWI in 0.3s | 2.85 sym/s | Total: 16.5s | ETA: 20.7m
[2025-12-17T20:15:21.119202] [INFO ] [sig       ] [48/3576] Forecasting ACWX...
[2025-12-17T20:15:21.119233] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-17T20:15:21.119265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-17T20:15:21.130403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-17T20:15:21.130703] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-17T20:15:21.131474] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-17T20:15:21.131526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:21.131557] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:21.131608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:21.131670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:21.186998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:21.187756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:21.187837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:21.187869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:21.318975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:21.319125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:21.319167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:21.319196] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:21.322554] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-17T20:15:21.322847] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-17T20:15:21.322975] [INFO ] [sig       ] ACWX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:21.461102] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ACWX.txt
[2025-12-17T20:15:21.461244] [INFO ] [sig       ] [48/3576] Completed ACWX in 0.3s | 2.85 sym/s | Total: 16.8s | ETA: 20.6m
[2025-12-17T20:15:21.461282] [INFO ] [sig       ] [49/3576] Forecasting ACXP...
[2025-12-17T20:15:21.461311] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-17T20:15:21.461341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-17T20:15:21.472520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-17T20:15:21.472824] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-17T20:15:21.473607] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-17T20:15:21.473659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:21.473690] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:21.473717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:21.473774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:21.529587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:21.530280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:21.530361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:21.530393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:21.647280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:21.647435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:21.647491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:21.647523] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:21.651180] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-17T20:15:21.651458] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-17T20:15:21.651606] [INFO ] [sig       ] ACXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:21.795112] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ACXP.txt
[2025-12-17T20:15:21.795245] [INFO ] [sig       ] [49/3576] Completed ACXP in 0.3s | 2.85 sym/s | Total: 17.2s | ETA: 20.6m
[2025-12-17T20:15:21.795284] [INFO ] [sig       ] [50/3576] Forecasting ADBE...
[2025-12-17T20:15:21.795313] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-17T20:15:21.795346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-17T20:15:21.807813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-17T20:15:21.808106] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-17T20:15:21.811914] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-17T20:15:21.811973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:21.812005] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:21.812032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:21.812089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:21.869747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:21.870516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:21.870612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:21.870648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:21.990912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:21.991075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:21.991119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:21.991148] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:21.994508] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2025-12-17T20:15:21.994804] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-17T20:15:21.994931] [INFO ] [sig       ] ADBE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:22.138228] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADBE.txt
[2025-12-17T20:15:22.138383] [INFO ] [sig       ] [50/3576] Completed ADBE in 0.3s | 2.85 sym/s | Total: 17.5s | ETA: 20.6m
[2025-12-17T20:15:22.138423] [INFO ] [sig       ] [51/3576] Forecasting ADC...
[2025-12-17T20:15:22.138455] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-17T20:15:22.138486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-17T20:15:22.150447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-17T20:15:22.150751] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-17T20:15:22.151550] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-17T20:15:22.151623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:22.151655] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:22.151682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:22.151738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:22.207661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:22.208434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:22.208530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:22.208564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:22.322254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:22.322403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:22.322442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:22.322470] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:22.325834] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=50.77%)
[2025-12-17T20:15:22.326103] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-17T20:15:22.326229] [INFO ] [sig       ] ADC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:22.464757] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADC.txt
[2025-12-17T20:15:22.464899] [INFO ] [sig       ] [51/3576] Completed ADC in 0.3s | 2.86 sym/s | Total: 17.9s | ETA: 20.6m
[2025-12-17T20:15:22.464945] [INFO ] [sig       ] [52/3576] Forecasting ADEA...
[2025-12-17T20:15:22.464982] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-17T20:15:22.465020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-17T20:15:22.477372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-17T20:15:22.477711] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-17T20:15:22.478481] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-17T20:15:22.478532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:22.478563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:22.478610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:22.478668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:22.534298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:22.535178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:22.535263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:22.535295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:22.652221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:22.652370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:22.652409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:22.652437] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:22.655835] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2025-12-17T20:15:22.656110] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-17T20:15:22.656239] [INFO ] [sig       ] ADEA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:22.797758] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADEA.txt
[2025-12-17T20:15:22.797889] [INFO ] [sig       ] [52/3576] Completed ADEA in 0.3s | 2.86 sym/s | Total: 18.2s | ETA: 20.5m
[2025-12-17T20:15:22.797927] [INFO ] [sig       ] [53/3576] Forecasting ADI...
[2025-12-17T20:15:22.797957] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-17T20:15:22.797987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-17T20:15:22.811388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-17T20:15:22.811746] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-17T20:15:22.812521] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-17T20:15:22.812593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:22.812639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:22.812668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:22.812726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:22.870341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:22.871210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:22.871292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:22.871326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:22.994201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:22.994352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:22.994391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:22.994418] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:22.997796] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-17T20:15:22.998066] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-17T20:15:22.998194] [INFO ] [sig       ] ADI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:23.137286] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADI.txt
[2025-12-17T20:15:23.137420] [INFO ] [sig       ] [53/3576] Completed ADI in 0.3s | 2.86 sym/s | Total: 18.5s | ETA: 20.5m
[2025-12-17T20:15:23.137460] [INFO ] [sig       ] [54/3576] Forecasting ADM...
[2025-12-17T20:15:23.137488] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-17T20:15:23.137519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-17T20:15:23.148817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-17T20:15:23.149154] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-17T20:15:23.149945] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-17T20:15:23.149997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:23.150030] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:23.150059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:23.150115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:23.206834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:23.207667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:23.207773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:23.207806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:23.327461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:23.327630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:23.327676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:23.327705] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:23.331127] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-17T20:15:23.331406] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-17T20:15:23.331534] [INFO ] [sig       ] ADM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:23.474907] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADM.txt
[2025-12-17T20:15:23.475050] [INFO ] [sig       ] [54/3576] Completed ADM in 0.3s | 2.86 sym/s | Total: 18.9s | ETA: 20.5m
[2025-12-17T20:15:23.475090] [INFO ] [sig       ] [55/3576] Forecasting ADMA...
[2025-12-17T20:15:23.475120] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-17T20:15:23.475152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-17T20:15:23.489587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-17T20:15:23.490021] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-17T20:15:23.490912] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-17T20:15:23.490970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:23.491004] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:23.491033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:23.491093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:23.549915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:23.550878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:23.550969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:23.551011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:23.673701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:23.673854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:23.673894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:23.673924] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:23.677316] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-17T20:15:23.677611] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-17T20:15:23.677743] [INFO ] [sig       ] ADMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:23.817745] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ADMA.txt
[2025-12-17T20:15:23.817879] [INFO ] [sig       ] [55/3576] Completed ADMA in 0.3s | 2.86 sym/s | Total: 19.2s | ETA: 20.5m
[2025-12-17T20:15:23.817920] [INFO ] [sig       ] [56/3576] Forecasting ADP...
[2025-12-17T20:15:23.817949] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-17T20:15:23.817979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-17T20:15:23.830016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-17T20:15:23.830288] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-17T20:15:23.831100] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-17T20:15:23.831158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:23.831190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:23.831217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:23.831274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:23.886634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:23.887350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:23.887435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:23.887469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:24.024266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:24.024420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:24.024463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:24.024493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:24.028079] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-17T20:15:24.028363] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-17T20:15:24.028498] [INFO ] [sig       ] ADP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:24.174479] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADP.txt
[2025-12-17T20:15:24.174650] [INFO ] [sig       ] [56/3576] Completed ADP in 0.4s | 2.86 sym/s | Total: 19.6s | ETA: 20.5m
[2025-12-17T20:15:24.174693] [INFO ] [sig       ] [57/3576] Forecasting ADSE...
[2025-12-17T20:15:24.174730] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-17T20:15:24.174762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-17T20:15:24.187658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-17T20:15:24.187986] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-17T20:15:24.188768] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-17T20:15:24.188834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:24.188910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:24.188939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:24.188995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:24.248827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:24.249698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:24.249783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:24.249817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:24.373336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:24.373490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:24.373531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:24.373561] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:24.377079] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-17T20:15:24.377354] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-17T20:15:24.377487] [INFO ] [sig       ] ADSE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:24.523818] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADSE.txt
[2025-12-17T20:15:24.523984] [INFO ] [sig       ] [57/3576] Completed ADSE in 0.3s | 2.86 sym/s | Total: 19.9s | ETA: 20.5m
[2025-12-17T20:15:24.524024] [INFO ] [sig       ] [58/3576] Forecasting ADSK...
[2025-12-17T20:15:24.524055] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-17T20:15:24.524090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-17T20:15:24.536064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-17T20:15:24.536379] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-17T20:15:24.537232] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-17T20:15:24.537286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:24.537318] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:24.537345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:24.537400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:24.595884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:24.596686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:24.596770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:24.596804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:24.719390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:24.719546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:24.719629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:24.719661] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:24.723038] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-17T20:15:24.723309] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-17T20:15:24.723439] [INFO ] [sig       ] ADSK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:24.863546] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ADSK.txt
[2025-12-17T20:15:24.863704] [INFO ] [sig       ] [58/3576] Completed ADSK in 0.3s | 2.86 sym/s | Total: 20.2s | ETA: 20.5m
[2025-12-17T20:15:24.863742] [INFO ] [sig       ] [59/3576] Forecasting ADTN...
[2025-12-17T20:15:24.863772] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-17T20:15:24.863805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-17T20:15:24.875133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-17T20:15:24.875463] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-17T20:15:24.876277] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-17T20:15:24.876329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:24.876361] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:24.876387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:24.876444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:24.938355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:24.939262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:24.939350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:24.939383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:25.083625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:25.083790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:25.083838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:25.083869] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:25.087452] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-17T20:15:25.087761] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-17T20:15:25.087897] [INFO ] [sig       ] ADTN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:25.238633] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADTN.txt
[2025-12-17T20:15:25.238785] [INFO ] [sig       ] [59/3576] Completed ADTN in 0.4s | 2.86 sym/s | Total: 20.6s | ETA: 20.5m
[2025-12-17T20:15:25.238825] [INFO ] [sig       ] [60/3576] Forecasting ADTX...
[2025-12-17T20:15:25.238876] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-17T20:15:25.238910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-17T20:15:25.251052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-17T20:15:25.251381] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-17T20:15:25.252183] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-17T20:15:25.252236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:25.252268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:25.252295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:25.252350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:25.313246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:25.314080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:25.314166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:25.314199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:25.424496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:25.424669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:25.424713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:25.424758] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:25.428357] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-17T20:15:25.428703] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-17T20:15:25.428869] [INFO ] [sig       ] ADTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:25.574676] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ADTX.txt
[2025-12-17T20:15:25.574828] [INFO ] [sig       ] [60/3576] Completed ADTX in 0.3s | 2.86 sym/s | Total: 21.0s | ETA: 20.5m
[2025-12-17T20:15:25.574869] [INFO ] [sig       ] [61/3576] Forecasting ADUS...
[2025-12-17T20:15:25.574899] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-17T20:15:25.574930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-17T20:15:25.587092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-17T20:15:25.587434] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-17T20:15:25.588253] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-17T20:15:25.588307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:25.588365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:25.588395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:25.588453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:25.647274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:25.648118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:25.648206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:25.648240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:25.772226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:25.772383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:25.772425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:25.772455] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:25.776153] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=15.28%)
[2025-12-17T20:15:25.776451] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-17T20:15:25.776611] [INFO ] [sig       ] ADUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:25.927559] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ADUS.txt
[2025-12-17T20:15:25.927707] [INFO ] [sig       ] [61/3576] Completed ADUS in 0.4s | 2.86 sym/s | Total: 21.3s | ETA: 20.5m
[2025-12-17T20:15:25.927746] [INFO ] [sig       ] [62/3576] Forecasting ADX...
[2025-12-17T20:15:25.927775] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-17T20:15:25.927806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-17T20:15:25.939951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-17T20:15:25.940291] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-17T20:15:25.941099] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-17T20:15:25.941156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:25.941189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:25.941215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:25.941272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:25.999985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:26.000855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:26.000941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:26.000990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:26.141631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:26.141783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:26.141825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:26.141853] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:26.145238] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-12-17T20:15:26.145513] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-17T20:15:26.145667] [INFO ] [sig       ] ADX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:26.299692] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ADX.txt
[2025-12-17T20:15:26.299832] [INFO ] [sig       ] [62/3576] Completed ADX in 0.4s | 2.86 sym/s | Total: 21.7s | ETA: 20.5m
[2025-12-17T20:15:26.299875] [INFO ] [sig       ] [63/3576] Forecasting AEE...
[2025-12-17T20:15:26.299905] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-17T20:15:26.299936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-17T20:15:26.312663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-17T20:15:26.312983] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-17T20:15:26.313828] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-17T20:15:26.313881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:26.313914] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:26.313942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:26.313999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:26.377494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:26.378403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:26.378488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:26.378523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:26.514245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:26.514410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:26.514451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:26.514478] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:26.517916] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-17T20:15:26.518204] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-17T20:15:26.518334] [INFO ] [sig       ] AEE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:26.663433] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEE.txt
[2025-12-17T20:15:26.663619] [INFO ] [sig       ] [63/3576] Completed AEE in 0.4s | 2.86 sym/s | Total: 22.0s | ETA: 20.5m
[2025-12-17T20:15:26.663681] [INFO ] [sig       ] [64/3576] Forecasting AEFC...
[2025-12-17T20:15:26.663722] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-17T20:15:26.663765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-17T20:15:26.676369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-17T20:15:26.676994] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-17T20:15:26.677904] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-17T20:15:26.677963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:26.678001] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:26.678035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:26.678126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:26.734143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:26.734970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:26.735056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:26.735089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:26.855430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:26.855600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:26.855644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:26.855704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:26.859322] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-17T20:15:26.859651] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-17T20:15:26.859819] [INFO ] [sig       ] AEFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:27.005700] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AEFC.txt
[2025-12-17T20:15:27.005858] [INFO ] [sig       ] [64/3576] Completed AEFC in 0.3s | 2.86 sym/s | Total: 22.4s | ETA: 20.5m
[2025-12-17T20:15:27.005901] [INFO ] [sig       ] [65/3576] Forecasting AEG...
[2025-12-17T20:15:27.005936] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-17T20:15:27.005967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-17T20:15:27.018058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-17T20:15:27.018448] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-17T20:15:27.019422] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-17T20:15:27.019497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:27.019545] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:27.019606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:27.019680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:27.080231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:27.081160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:27.081260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:27.081294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:27.206970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:27.207137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:27.207185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:27.207220] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:27.210851] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-17T20:15:27.211169] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-17T20:15:27.211317] [INFO ] [sig       ] AEG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:27.357963] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AEG.txt
[2025-12-17T20:15:27.358123] [INFO ] [sig       ] [65/3576] Completed AEG in 0.4s | 2.86 sym/s | Total: 22.7s | ETA: 20.5m
[2025-12-17T20:15:27.358165] [INFO ] [sig       ] [66/3576] Forecasting AEHL...
[2025-12-17T20:15:27.358194] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-17T20:15:27.358226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-17T20:15:27.369809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-17T20:15:27.370178] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-17T20:15:27.371106] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-17T20:15:27.371166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:27.371205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:27.371238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:27.371308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:27.429061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:27.429833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:27.429919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:27.429952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:27.558388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:27.558538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:27.558602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:27.558636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:27.562181] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-17T20:15:27.562482] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-17T20:15:27.562638] [INFO ] [sig       ] AEHL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:27.709357] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AEHL.txt
[2025-12-17T20:15:27.709534] [INFO ] [sig       ] [66/3576] Completed AEHL in 0.4s | 2.86 sym/s | Total: 23.1s | ETA: 20.5m
[2025-12-17T20:15:27.709599] [INFO ] [sig       ] [67/3576] Forecasting AEI...
[2025-12-17T20:15:27.709634] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-17T20:15:27.709668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-17T20:15:27.721370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-17T20:15:27.721786] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-17T20:15:27.722674] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-17T20:15:27.722733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:27.722766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:27.722793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:27.722850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:27.780203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:27.781116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:27.781207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:27.781242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:27.899166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:27.899322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:27.899364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:27.899391] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:27.902891] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-17T20:15:27.903167] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-17T20:15:27.903298] [INFO ] [sig       ] AEI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:28.046690] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEI.txt
[2025-12-17T20:15:28.046845] [INFO ] [sig       ] [67/3576] Completed AEI in 0.3s | 2.86 sym/s | Total: 23.4s | ETA: 20.5m
[2025-12-17T20:15:28.046884] [INFO ] [sig       ] [68/3576] Forecasting AEIS...
[2025-12-17T20:15:28.046913] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-17T20:15:28.046950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-17T20:15:28.059195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-17T20:15:28.059628] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-17T20:15:28.060556] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-17T20:15:28.060644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:28.060684] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:28.060713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:28.060780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:28.117543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:28.118490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:28.118613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:28.118651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:28.240928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:28.241090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:28.241131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:28.241160] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:28.245621] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-17T20:15:28.245995] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-17T20:15:28.246148] [INFO ] [sig       ] AEIS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:28.385796] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AEIS.txt
[2025-12-17T20:15:28.385945] [INFO ] [sig       ] [68/3576] Completed AEIS in 0.3s | 2.86 sym/s | Total: 23.8s | ETA: 20.4m
[2025-12-17T20:15:28.386003] [INFO ] [sig       ] [69/3576] Forecasting AEM...
[2025-12-17T20:15:28.386034] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-17T20:15:28.386065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-17T20:15:28.397500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-17T20:15:28.397853] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-17T20:15:28.398668] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-17T20:15:28.398722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:28.398755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:28.398783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:28.398840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:28.455397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:28.456086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:28.456174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:28.456207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:28.579890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:28.580043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:28.580087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:28.580123] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:28.583627] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-17T20:15:28.583904] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-17T20:15:28.584034] [INFO ] [sig       ] AEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:28.741054] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEM.txt
[2025-12-17T20:15:28.741235] [INFO ] [sig       ] [69/3576] Completed AEM in 0.4s | 2.86 sym/s | Total: 24.1s | ETA: 20.4m
[2025-12-17T20:15:28.741282] [INFO ] [sig       ] [70/3576] Forecasting AEO...
[2025-12-17T20:15:28.741312] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-17T20:15:28.741343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-17T20:15:28.753566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-17T20:15:28.753915] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-17T20:15:28.754749] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-17T20:15:28.754802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:28.754834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:28.754862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:28.754920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:28.813276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:28.814173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:28.814258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:28.814292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:28.939505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:28.939673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:28.939716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:28.939745] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:28.943151] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-17T20:15:28.943424] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-17T20:15:28.943555] [INFO ] [sig       ] AEO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:29.083163] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEO.txt
[2025-12-17T20:15:29.083309] [INFO ] [sig       ] [70/3576] Completed AEO in 0.3s | 2.86 sym/s | Total: 24.5s | ETA: 20.4m
[2025-12-17T20:15:29.083348] [INFO ] [sig       ] [71/3576] Forecasting AEP...
[2025-12-17T20:15:29.083378] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-17T20:15:29.083409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-17T20:15:29.094852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-17T20:15:29.095142] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-17T20:15:29.095956] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-17T20:15:29.096008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:29.096040] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:29.096067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:29.096123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:29.152857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:29.153802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:29.153912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:29.153948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:29.272974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:29.273128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:29.273169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:29.273197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:29.276605] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=75.59%)
[2025-12-17T20:15:29.276898] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-17T20:15:29.277028] [INFO ] [sig       ] AEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:29.415844] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEP.txt
[2025-12-17T20:15:29.416000] [INFO ] [sig       ] [71/3576] Completed AEP in 0.3s | 2.86 sym/s | Total: 24.8s | ETA: 20.4m
[2025-12-17T20:15:29.416040] [INFO ] [sig       ] [72/3576] Forecasting AES...
[2025-12-17T20:15:29.416071] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-17T20:15:29.416101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-17T20:15:29.427690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-17T20:15:29.428057] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-17T20:15:29.428919] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-17T20:15:29.428975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:29.429007] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:29.429033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:29.429089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:29.485019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:29.485893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:29.485977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:29.486010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:29.609206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:29.609382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:29.609436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:29.609479] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:29.613088] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-12-17T20:15:29.613394] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-17T20:15:29.613524] [INFO ] [sig       ] AES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:29.753280] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AES.txt
[2025-12-17T20:15:29.753423] [INFO ] [sig       ] [72/3576] Completed AES in 0.3s | 2.86 sym/s | Total: 25.1s | ETA: 20.4m
[2025-12-17T20:15:29.753462] [INFO ] [sig       ] [73/3576] Forecasting AESI...
[2025-12-17T20:15:29.753492] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-17T20:15:29.753523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-17T20:15:29.764912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-17T20:15:29.765220] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-17T20:15:29.766019] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-17T20:15:29.766072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:29.766103] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:29.766129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:29.766185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:29.821831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:29.822489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:29.822570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:29.822622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:29.940963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:29.941118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:29.941175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:29.941203] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:29.944639] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-17T20:15:29.944926] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-17T20:15:29.945058] [INFO ] [sig       ] AESI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:30.083271] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AESI.txt
[2025-12-17T20:15:30.083423] [INFO ] [sig       ] [73/3576] Completed AESI in 0.3s | 2.87 sym/s | Total: 25.5s | ETA: 20.4m
[2025-12-17T20:15:30.083462] [INFO ] [sig       ] [74/3576] Forecasting AEVA...
[2025-12-17T20:15:30.083492] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-17T20:15:30.083522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-17T20:15:30.094495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-17T20:15:30.094863] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-17T20:15:30.095675] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-17T20:15:30.095728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:30.095760] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:30.095787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:30.095843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:30.151275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:30.152022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:30.152118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:30.152150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:30.268500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:30.268668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:30.268709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:30.268738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:30.272119] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-17T20:15:30.272392] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-17T20:15:30.272520] [INFO ] [sig       ] AEVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:30.411034] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AEVA.txt
[2025-12-17T20:15:30.411198] [INFO ] [sig       ] [74/3576] Completed AEVA in 0.3s | 2.87 sym/s | Total: 25.8s | ETA: 20.3m
[2025-12-17T20:15:30.411238] [INFO ] [sig       ] [75/3576] Forecasting AEYE...
[2025-12-17T20:15:30.411266] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-17T20:15:30.411298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-17T20:15:30.423530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-17T20:15:30.423852] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-17T20:15:30.424680] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-17T20:15:30.424733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:30.424766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:30.424793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:30.424850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:30.483819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:30.484512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:30.484611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:30.484648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:30.602276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:30.602416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:30.602455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:30.602483] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:30.605821] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-17T20:15:30.606099] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-17T20:15:30.606234] [INFO ] [sig       ] AEYE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:30.751396] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AEYE.txt
[2025-12-17T20:15:30.751540] [INFO ] [sig       ] [75/3576] Completed AEYE in 0.3s | 2.87 sym/s | Total: 26.1s | ETA: 20.3m
[2025-12-17T20:15:30.751595] [INFO ] [sig       ] [76/3576] Forecasting AFB...
[2025-12-17T20:15:30.751629] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-17T20:15:30.751659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-17T20:15:30.763031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-17T20:15:30.763367] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-17T20:15:30.764169] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-17T20:15:30.764220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:30.764252] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:30.764279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:30.764335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:30.821644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:30.822502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:30.822605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:30.822641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:30.949439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:30.949596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:30.949638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:30.949668] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:30.953099] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=74.60%)
[2025-12-17T20:15:30.953376] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-17T20:15:30.953508] [INFO ] [sig       ] AFB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:31.091323] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AFB.txt
[2025-12-17T20:15:31.091449] [INFO ] [sig       ] [76/3576] Completed AFB in 0.3s | 2.87 sym/s | Total: 26.5s | ETA: 20.3m
[2025-12-17T20:15:31.091486] [INFO ] [sig       ] [77/3576] Forecasting AFCG...
[2025-12-17T20:15:31.091515] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-17T20:15:31.091546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-17T20:15:31.102933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-17T20:15:31.103222] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-17T20:15:31.104014] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-17T20:15:31.104066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:31.104108] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:31.104137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:31.104193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:31.162936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:31.163749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:31.163834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:31.163866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:31.286472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:31.286668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:31.286715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:31.286744] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:31.290316] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-17T20:15:31.290626] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-17T20:15:31.290762] [INFO ] [sig       ] AFCG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:31.430414] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AFCG.txt
[2025-12-17T20:15:31.430628] [INFO ] [sig       ] [77/3576] Completed AFCG in 0.3s | 2.87 sym/s | Total: 26.8s | ETA: 20.3m
[2025-12-17T20:15:31.430681] [INFO ] [sig       ] [78/3576] Forecasting AFG...
[2025-12-17T20:15:31.430712] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-17T20:15:31.430753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-17T20:15:31.443855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-17T20:15:31.444193] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-17T20:15:31.445101] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-17T20:15:31.445152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:31.445218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:31.445248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:31.445304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:31.501638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:31.502353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:31.502465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:31.502500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:31.625437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:31.625609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:31.625652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:31.625681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:31.629163] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-17T20:15:31.629435] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-17T20:15:31.629561] [INFO ] [sig       ] AFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:31.770133] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AFG.txt
[2025-12-17T20:15:31.770332] [INFO ] [sig       ] [78/3576] Completed AFG in 0.3s | 2.87 sym/s | Total: 27.2s | ETA: 20.3m
[2025-12-17T20:15:31.770374] [INFO ] [sig       ] [79/3576] Forecasting AFGC...
[2025-12-17T20:15:31.770404] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-17T20:15:31.770434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-17T20:15:31.783259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-17T20:15:31.783695] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-17T20:15:31.784502] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-17T20:15:31.784566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:31.784631] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:31.784659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:31.784715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:31.846992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:31.848142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:31.848237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:31.848271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:31.962430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:31.962601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:31.962643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:31.962671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:31.966074] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-17T20:15:31.966349] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-17T20:15:31.966479] [INFO ] [sig       ] AFGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:32.105263] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AFGC.txt
[2025-12-17T20:15:32.105409] [INFO ] [sig       ] [79/3576] Completed AFGC in 0.3s | 2.87 sym/s | Total: 27.5s | ETA: 20.3m
[2025-12-17T20:15:32.105453] [INFO ] [sig       ] [80/3576] Forecasting AFL...
[2025-12-17T20:15:32.105485] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-17T20:15:32.105515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-17T20:15:32.117894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-17T20:15:32.118201] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-17T20:15:32.119040] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-17T20:15:32.119093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:32.119126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:32.119153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:32.119209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:32.175401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:32.176304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:32.176392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:32.176425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:32.294756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:32.294924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:32.294965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:32.294995] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:32.298560] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-17T20:15:32.298882] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-17T20:15:32.299025] [INFO ] [sig       ] AFL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:32.452386] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AFL.txt
[2025-12-17T20:15:32.452518] [INFO ] [sig       ] [80/3576] Completed AFL in 0.3s | 2.87 sym/s | Total: 27.8s | ETA: 20.3m
[2025-12-17T20:15:32.452555] [INFO ] [sig       ] [81/3576] Forecasting AFRI...
[2025-12-17T20:15:32.452608] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-17T20:15:32.452642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-17T20:15:32.462874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-17T20:15:32.463126] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-17T20:15:32.463938] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-17T20:15:32.463990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:32.464021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:32.464046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:32.464101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:32.519786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:32.520507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:32.520607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:32.520642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:32.616515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:32.616674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:32.616713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:32.616771] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:32.620141] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-17T20:15:32.620419] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-17T20:15:32.620546] [INFO ] [sig       ] AFRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:32.757222] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AFRI.txt
[2025-12-17T20:15:32.757353] [INFO ] [sig       ] [81/3576] Completed AFRI in 0.3s | 2.88 sym/s | Total: 28.1s | ETA: 20.2m
[2025-12-17T20:15:32.757392] [INFO ] [sig       ] [82/3576] Forecasting AFRM...
[2025-12-17T20:15:32.757422] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-17T20:15:32.757452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-17T20:15:32.769025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-17T20:15:32.769329] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-17T20:15:32.770106] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-17T20:15:32.770158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:32.770190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:32.770215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:32.770270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:32.825356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:32.826019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:32.826098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:32.826130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:32.945249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:32.945393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:32.945431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:32.945459] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:32.948808] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-17T20:15:32.949103] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-17T20:15:32.949230] [INFO ] [sig       ] AFRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:33.085378] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AFRM.txt
[2025-12-17T20:15:33.085498] [INFO ] [sig       ] [82/3576] Completed AFRM in 0.3s | 2.88 sym/s | Total: 28.5s | ETA: 20.2m
[2025-12-17T20:15:33.085535] [INFO ] [sig       ] [83/3576] Forecasting AFYA...
[2025-12-17T20:15:33.085564] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-17T20:15:33.085613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-17T20:15:33.096960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-17T20:15:33.097248] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-17T20:15:33.098039] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-17T20:15:33.098090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:33.098121] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:33.098147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:33.098202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:33.153229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:33.153872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:33.153950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:33.153983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:33.272054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:33.272228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:33.272271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:33.272299] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:33.275672] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-17T20:15:33.275943] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-17T20:15:33.276072] [INFO ] [sig       ] AFYA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:33.413339] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AFYA.txt
[2025-12-17T20:15:33.413494] [INFO ] [sig       ] [83/3576] Completed AFYA in 0.3s | 2.88 sym/s | Total: 28.8s | ETA: 20.2m
[2025-12-17T20:15:33.413533] [INFO ] [sig       ] [84/3576] Forecasting AG...
[2025-12-17T20:15:33.413564] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-17T20:15:33.413618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-17T20:15:33.425667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-17T20:15:33.426024] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-17T20:15:33.426883] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-17T20:15:33.426937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:33.426972] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:33.427000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:33.427058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:33.482283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:33.483066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:33.483151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:33.483189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:33.603545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:33.603712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:33.603752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:33.603795] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:33.607137] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=22.34%)
[2025-12-17T20:15:33.607437] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-17T20:15:33.607565] [INFO ] [sig       ] AG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:33.745151] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AG.txt
[2025-12-17T20:15:33.745281] [INFO ] [sig       ] [84/3576] Completed AG in 0.3s | 2.88 sym/s | Total: 29.1s | ETA: 20.2m
[2025-12-17T20:15:33.745318] [INFO ] [sig       ] [85/3576] Forecasting AGCO...
[2025-12-17T20:15:33.745347] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-17T20:15:33.745379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-17T20:15:33.756635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-17T20:15:33.756900] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-17T20:15:33.757731] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-17T20:15:33.757781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:33.757812] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:33.757838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:33.757893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:33.817150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:33.817913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:33.817993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:33.818025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:33.938713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:33.938889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:33.938930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:33.938957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:33.942514] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-17T20:15:33.942855] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-17T20:15:33.943017] [INFO ] [sig       ] AGCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:34.083206] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGCO.txt
[2025-12-17T20:15:34.083370] [INFO ] [sig       ] [85/3576] Completed AGCO in 0.3s | 2.88 sym/s | Total: 29.5s | ETA: 20.2m
[2025-12-17T20:15:34.083617] [INFO ] [sig       ] [86/3576] Forecasting AGD...
[2025-12-17T20:15:34.083649] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-17T20:15:34.083689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-17T20:15:34.096106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-17T20:15:34.096514] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-17T20:15:34.097621] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-17T20:15:34.097678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:34.097709] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:34.097737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:34.097795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:34.153963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:34.155103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:34.155189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:34.155283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:34.279874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:34.280025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:34.280065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:34.280094] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:34.283480] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-17T20:15:34.283770] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-17T20:15:34.283899] [INFO ] [sig       ] AGD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:34.431467] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGD.txt
[2025-12-17T20:15:34.431650] [INFO ] [sig       ] [86/3576] Completed AGD in 0.3s | 2.88 sym/s | Total: 29.8s | ETA: 20.2m
[2025-12-17T20:15:34.431692] [INFO ] [sig       ] [87/3576] Forecasting AGEN...
[2025-12-17T20:15:34.431720] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-17T20:15:34.431752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-17T20:15:34.444237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-17T20:15:34.444629] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-17T20:15:34.445437] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-17T20:15:34.445490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:34.445521] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:34.445547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:34.445628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:34.502470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:34.503395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:34.503482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:34.503516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:34.630775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:34.630937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:34.630979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:34.631008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:34.634535] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-17T20:15:34.634872] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-17T20:15:34.635020] [INFO ] [sig       ] AGEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:34.773133] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGEN.txt
[2025-12-17T20:15:34.773290] [INFO ] [sig       ] [87/3576] Completed AGEN in 0.3s | 2.88 sym/s | Total: 30.2s | ETA: 20.2m
[2025-12-17T20:15:34.773334] [INFO ] [sig       ] [88/3576] Forecasting AGI...
[2025-12-17T20:15:34.773368] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-17T20:15:34.773399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-17T20:15:34.785160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-17T20:15:34.785508] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-17T20:15:34.786342] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-17T20:15:34.786398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:34.786433] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:34.786463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:34.786533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:34.842980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:34.843781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:34.843890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:34.843924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:34.964532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:34.964680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:34.964721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:34.964749] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:34.968033] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-17T20:15:34.968305] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-17T20:15:34.968432] [INFO ] [sig       ] AGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:35.106809] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGI.txt
[2025-12-17T20:15:35.106921] [INFO ] [sig       ] [88/3576] Completed AGI in 0.3s | 2.89 sym/s | Total: 30.5s | ETA: 20.1m
[2025-12-17T20:15:35.106959] [INFO ] [sig       ] [89/3576] Forecasting AGIO...
[2025-12-17T20:15:35.106988] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-17T20:15:35.107020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-17T20:15:35.118904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-17T20:15:35.119181] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-17T20:15:35.119970] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-17T20:15:35.120023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:35.120054] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:35.120081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:35.120136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:35.176094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:35.176750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:35.176830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:35.176862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:35.296491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:35.296625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:35.296664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:35.296692] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:35.299948] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-17T20:15:35.300218] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-17T20:15:35.300371] [INFO ] [sig       ] AGIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:35.442093] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGIO.txt
[2025-12-17T20:15:35.442226] [INFO ] [sig       ] [89/3576] Completed AGIO in 0.3s | 2.89 sym/s | Total: 30.8s | ETA: 20.1m
[2025-12-17T20:15:35.442265] [INFO ] [sig       ] [90/3576] Forecasting AGM...
[2025-12-17T20:15:35.442294] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-17T20:15:35.442324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-17T20:15:35.454954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-17T20:15:35.455245] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-17T20:15:35.456081] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-17T20:15:35.456143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:35.456175] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:35.456202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:35.456258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:35.512836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:35.513440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:35.513520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:35.513553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:35.632415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:35.632540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:35.632594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:35.632626] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:35.635934] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-17T20:15:35.636202] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-17T20:15:35.636330] [INFO ] [sig       ] AGM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:35.775291] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGM.txt
[2025-12-17T20:15:35.775411] [INFO ] [sig       ] [90/3576] Completed AGM in 0.3s | 2.89 sym/s | Total: 31.2s | ETA: 20.1m
[2025-12-17T20:15:35.775448] [INFO ] [sig       ] [91/3576] Forecasting AGMH...
[2025-12-17T20:15:35.775476] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-17T20:15:35.775507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-17T20:15:35.788614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-17T20:15:35.788971] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-17T20:15:35.789770] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-17T20:15:35.789822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:35.789853] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:35.789879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:35.789935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:35.846411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:35.847021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:35.847099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:35.847131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:35.959621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:35.959766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:35.959808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:35.959838] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:35.963182] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-17T20:15:35.963456] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-17T20:15:35.963600] [INFO ] [sig       ] AGMH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:36.100794] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGMH.txt
[2025-12-17T20:15:36.100969] [INFO ] [sig       ] [91/3576] Completed AGMH in 0.3s | 2.89 sym/s | Total: 31.5s | ETA: 20.1m
[2025-12-17T20:15:36.101009] [INFO ] [sig       ] [92/3576] Forecasting AGNC...
[2025-12-17T20:15:36.101039] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-17T20:15:36.101070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-17T20:15:36.112281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-17T20:15:36.112598] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-17T20:15:36.113382] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-17T20:15:36.113437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:36.113468] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:36.113493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:36.113550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:36.168938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:36.169608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:36.169687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:36.169720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:36.293849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:36.294000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:36.294039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:36.294068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:36.297450] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-17T20:15:36.297742] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-17T20:15:36.297871] [INFO ] [sig       ] AGNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:36.436120] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGNC.txt
[2025-12-17T20:15:36.436272] [INFO ] [sig       ] [92/3576] Completed AGNC in 0.3s | 2.89 sym/s | Total: 31.8s | ETA: 20.1m
[2025-12-17T20:15:36.436321] [INFO ] [sig       ] [93/3576] Forecasting AGNCL...
[2025-12-17T20:15:36.436357] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-17T20:15:36.436396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-17T20:15:36.448425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-17T20:15:36.448802] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-17T20:15:36.449667] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-17T20:15:36.449721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:36.449754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:36.449782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:36.449839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:36.508898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:36.509841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:36.509931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:36.509964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:36.624054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:36.624206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:36.624247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:36.624276] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:36.627750] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2025-12-17T20:15:36.628047] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-17T20:15:36.628184] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:36.770398] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGNCL.txt
[2025-12-17T20:15:36.770552] [INFO ] [sig       ] [93/3576] Completed AGNCL in 0.3s | 2.89 sym/s | Total: 32.2s | ETA: 20.1m
[2025-12-17T20:15:36.770612] [INFO ] [sig       ] [94/3576] Forecasting AGNCM...
[2025-12-17T20:15:36.770643] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-17T20:15:36.770675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-17T20:15:36.782214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-17T20:15:36.782555] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-17T20:15:36.783362] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-17T20:15:36.783416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:36.783450] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:36.783477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:36.783535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:36.839836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:36.840529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:36.840629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:36.840665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:36.956157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:36.956330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:36.956378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:36.956409] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:36.960031] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-12-17T20:15:36.960354] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-17T20:15:36.960493] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:37.098417] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGNCM.txt
[2025-12-17T20:15:37.098561] [INFO ] [sig       ] [94/3576] Completed AGNCM in 0.3s | 2.89 sym/s | Total: 32.5s | ETA: 20.1m
[2025-12-17T20:15:37.098628] [INFO ] [sig       ] [95/3576] Forecasting AGNCN...
[2025-12-17T20:15:37.098659] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-17T20:15:37.098690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-17T20:15:37.109937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-17T20:15:37.110290] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-17T20:15:37.111079] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-17T20:15:37.111131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:37.111190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:37.111219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:37.111276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:37.176804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:37.177914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:37.178022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:37.178064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:37.345296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:37.345476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:37.345531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:37.345789] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:37.350565] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=48.58%)
[2025-12-17T20:15:37.351004] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-17T20:15:37.351185] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:37.520885] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGNCN.txt
[2025-12-17T20:15:37.521057] [INFO ] [sig       ] [95/3576] Completed AGNCN in 0.4s | 2.89 sym/s | Total: 32.9s | ETA: 20.1m
[2025-12-17T20:15:37.521099] [INFO ] [sig       ] [96/3576] Forecasting AGNCO...
[2025-12-17T20:15:37.521128] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-17T20:15:37.521160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-17T20:15:37.533431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-17T20:15:37.533846] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-17T20:15:37.534718] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-17T20:15:37.534773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:37.534805] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:37.534832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:37.534887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:37.590401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:37.591384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:37.591478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:37.591511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:37.706238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:37.706392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:37.706431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:37.706459] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:37.709983] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2025-12-17T20:15:37.710264] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-17T20:15:37.710402] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:37.849976] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGNCO.txt
[2025-12-17T20:15:37.850142] [INFO ] [sig       ] [96/3576] Completed AGNCO in 0.3s | 2.89 sym/s | Total: 33.2s | ETA: 20.1m
[2025-12-17T20:15:37.850182] [INFO ] [sig       ] [97/3576] Forecasting AGNCP...
[2025-12-17T20:15:37.850211] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-17T20:15:37.850243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-17T20:15:37.864002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-17T20:15:37.864430] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-17T20:15:37.865276] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-17T20:15:37.865330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:37.865367] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:37.865393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:37.865450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:37.921862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:37.922839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:37.922933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:37.922966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:38.045146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:38.045327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:38.045375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:38.045405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:38.048979] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-17T20:15:38.049335] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-17T20:15:38.049496] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:38.197077] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGNCP.txt
[2025-12-17T20:15:38.197238] [INFO ] [sig       ] [97/3576] Completed AGNCP in 0.3s | 2.89 sym/s | Total: 33.6s | ETA: 20.1m
[2025-12-17T20:15:38.197279] [INFO ] [sig       ] [98/3576] Forecasting AGO...
[2025-12-17T20:15:38.197311] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-17T20:15:38.197344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-17T20:15:38.209250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-17T20:15:38.209681] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-17T20:15:38.210529] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-17T20:15:38.210610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:38.210645] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:38.210672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:38.210729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:38.271198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:38.272132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:38.272221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:38.272255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:38.392447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:38.392627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:38.392670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:38.392732] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:38.396356] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=27.07%)
[2025-12-17T20:15:38.396706] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-17T20:15:38.396851] [INFO ] [sig       ] AGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:38.552050] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AGO.txt
[2025-12-17T20:15:38.552209] [INFO ] [sig       ] [98/3576] Completed AGO in 0.4s | 2.89 sym/s | Total: 33.9s | ETA: 20.1m
[2025-12-17T20:15:38.552249] [INFO ] [sig       ] [99/3576] Forecasting AGRO...
[2025-12-17T20:15:38.552280] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-17T20:15:38.552311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-17T20:15:38.568057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-17T20:15:38.568560] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-17T20:15:38.570120] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-17T20:15:38.570187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:38.570231] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:38.570270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:38.570393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:38.647959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:38.649195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:38.649327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:38.649390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:38.773604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:38.773761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:38.773803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:38.773832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:38.777414] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-17T20:15:38.777731] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-17T20:15:38.777870] [INFO ] [sig       ] AGRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:38.933467] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGRO.txt
[2025-12-17T20:15:38.933851] [INFO ] [sig       ] [99/3576] Completed AGRO in 0.4s | 2.88 sym/s | Total: 34.3s | ETA: 20.1m
[2025-12-17T20:15:38.933894] [INFO ] [sig       ] [100/3576] Forecasting AGX...
[2025-12-17T20:15:38.933923] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-17T20:15:38.933953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-17T20:15:38.945432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-17T20:15:38.945974] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-17T20:15:38.946778] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-17T20:15:38.946830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:38.946861] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:38.946887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:38.946944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:39.005400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:39.006259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:39.006350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:39.006383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:39.127016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:39.127172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:39.127213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:39.127241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:39.130799] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2025-12-17T20:15:39.131071] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-17T20:15:39.131200] [INFO ] [sig       ] AGX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:39.269714] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGX.txt
[2025-12-17T20:15:39.269856] [INFO ] [sig       ] [100/3576] Completed AGX in 0.3s | 2.89 sym/s | Total: 34.7s | ETA: 20.1m
[2025-12-17T20:15:39.269895] [INFO ] [sig       ] [101/3576] Forecasting AGYS...
[2025-12-17T20:15:39.269926] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-17T20:15:39.269957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-17T20:15:39.281510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-17T20:15:39.281804] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-17T20:15:39.282568] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-17T20:15:39.282649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:39.282682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:39.282709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:39.282764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:39.339773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:39.340388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:39.340469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:39.340501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:39.459113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:39.459273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:39.459316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:39.459345] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:39.463224] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-17T20:15:39.463727] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-17T20:15:39.463871] [INFO ] [sig       ] AGYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:39.614986] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGYS.txt
[2025-12-17T20:15:39.615151] [INFO ] [sig       ] [101/3576] Completed AGYS in 0.3s | 2.89 sym/s | Total: 35.0s | ETA: 20.1m
[2025-12-17T20:15:39.615192] [INFO ] [sig       ] [102/3576] Forecasting AGZD...
[2025-12-17T20:15:39.615221] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-17T20:15:39.615253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-17T20:15:39.629919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-17T20:15:39.630323] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-17T20:15:39.631160] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-17T20:15:39.631213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:39.631246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:39.631273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:39.631336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:39.689844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:39.690729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:39.690815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:39.690848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:39.826336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:39.826503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:39.826547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:39.826605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:39.830702] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=89.68%)
[2025-12-17T20:15:39.831136] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-17T20:15:39.831301] [INFO ] [sig       ] AGZD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:39.987975] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AGZD.txt
[2025-12-17T20:15:39.988162] [INFO ] [sig       ] [102/3576] Completed AGZD in 0.4s | 2.88 sym/s | Total: 35.4s | ETA: 20.1m
[2025-12-17T20:15:39.988212] [INFO ] [sig       ] [103/3576] Forecasting AHCO...
[2025-12-17T20:15:39.988244] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-17T20:15:39.988274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-17T20:15:40.000508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-17T20:15:40.000944] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-17T20:15:40.001790] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-17T20:15:40.001844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:40.001877] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:40.001906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:40.001964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:40.060299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:40.061199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:40.061306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:40.061343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:40.182679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:40.182831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:40.182875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:40.182904] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:40.186661] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-17T20:15:40.186943] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-17T20:15:40.187073] [INFO ] [sig       ] AHCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:40.330858] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AHCO.txt
[2025-12-17T20:15:40.331009] [INFO ] [sig       ] [103/3576] Completed AHCO in 0.3s | 2.88 sym/s | Total: 35.7s | ETA: 20.1m
[2025-12-17T20:15:40.331048] [INFO ] [sig       ] [104/3576] Forecasting AHH...
[2025-12-17T20:15:40.331077] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-17T20:15:40.331109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-17T20:15:40.342928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-17T20:15:40.343270] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-17T20:15:40.344127] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-17T20:15:40.344180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:40.344211] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:40.344238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:40.344294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:40.403669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:40.404594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:40.404679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:40.404713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:40.531724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:40.531877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:40.531917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:40.531945] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:40.535429] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-17T20:15:40.535730] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-17T20:15:40.535859] [INFO ] [sig       ] AHH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:40.688048] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AHH.txt
[2025-12-17T20:15:40.688202] [INFO ] [sig       ] [104/3576] Completed AHH in 0.4s | 2.88 sym/s | Total: 36.1s | ETA: 20.1m
[2025-12-17T20:15:40.688246] [INFO ] [sig       ] [105/3576] Forecasting AI...
[2025-12-17T20:15:40.688277] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-17T20:15:40.688309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-17T20:15:40.701153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-17T20:15:40.701454] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-17T20:15:40.702265] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-17T20:15:40.702320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:40.702352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:40.702381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:40.702438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:40.766440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:40.767196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:40.767324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:40.767360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:40.893818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:40.893971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:40.894011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:40.894040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:40.897526] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-17T20:15:40.897829] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-17T20:15:40.897960] [INFO ] [sig       ] AI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:41.043809] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AI.txt
[2025-12-17T20:15:41.043945] [INFO ] [sig       ] [105/3576] Completed AI in 0.4s | 2.88 sym/s | Total: 36.4s | ETA: 20.1m
[2025-12-17T20:15:41.043983] [INFO ] [sig       ] [106/3576] Forecasting AIA...
[2025-12-17T20:15:41.044012] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-17T20:15:41.044044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-17T20:15:41.055697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-17T20:15:41.055989] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-17T20:15:41.056803] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-17T20:15:41.056856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:41.056888] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:41.056915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:41.056972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:41.116472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:41.117288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:41.117372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:41.117410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:41.238640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:41.238791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:41.238832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:41.238889] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:41.242411] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=49.95%)
[2025-12-17T20:15:41.242755] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-17T20:15:41.242899] [INFO ] [sig       ] AIA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:41.383669] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AIA.txt
[2025-12-17T20:15:41.383829] [INFO ] [sig       ] [106/3576] Completed AIA in 0.3s | 2.88 sym/s | Total: 36.8s | ETA: 20.1m
[2025-12-17T20:15:41.383869] [INFO ] [sig       ] [107/3576] Forecasting AIFF...
[2025-12-17T20:15:41.383898] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-17T20:15:41.383930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-17T20:15:41.395369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-17T20:15:41.395712] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-17T20:15:41.396502] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-17T20:15:41.396555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:41.396611] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:41.396639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:41.396697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:41.453557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:41.454244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:41.454327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:41.454360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:41.580668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:41.580847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:41.580889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:41.580920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:41.584721] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-17T20:15:41.585046] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-17T20:15:41.585201] [INFO ] [sig       ] AIFF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:41.751441] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIFF.txt
[2025-12-17T20:15:41.751621] [INFO ] [sig       ] [107/3576] Completed AIFF in 0.4s | 2.88 sym/s | Total: 37.1s | ETA: 20.1m
[2025-12-17T20:15:41.751663] [INFO ] [sig       ] [108/3576] Forecasting AIG...
[2025-12-17T20:15:41.751690] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-17T20:15:41.751722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-17T20:15:41.764599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-17T20:15:41.764995] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-17T20:15:41.766032] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-17T20:15:41.766085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:41.766117] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:41.766143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:41.766200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:41.825929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:41.826855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:41.826940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:41.826973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:41.951552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:41.951723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:41.951781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:41.951812] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:41.955256] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-17T20:15:41.955533] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-17T20:15:41.955683] [INFO ] [sig       ] AIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:42.099414] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIG.txt
[2025-12-17T20:15:42.099602] [INFO ] [sig       ] [108/3576] Completed AIG in 0.3s | 2.88 sym/s | Total: 37.5s | ETA: 20.1m
[2025-12-17T20:15:42.099644] [INFO ] [sig       ] [109/3576] Forecasting AIMD...
[2025-12-17T20:15:42.099674] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-17T20:15:42.099706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-17T20:15:42.110859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-17T20:15:42.111136] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-17T20:15:42.111960] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-17T20:15:42.112013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:42.112045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:42.112071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:42.112127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:42.167445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:42.168060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:42.168138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:42.168170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:42.284001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:42.284165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:42.284212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:42.284242] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:42.287759] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-17T20:15:42.288050] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-17T20:15:42.288190] [INFO ] [sig       ] AIMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:42.424194] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIMD.txt
[2025-12-17T20:15:42.424318] [INFO ] [sig       ] [109/3576] Completed AIMD in 0.3s | 2.88 sym/s | Total: 37.8s | ETA: 20.0m
[2025-12-17T20:15:42.424356] [INFO ] [sig       ] [110/3576] Forecasting AIO...
[2025-12-17T20:15:42.424384] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-17T20:15:42.424416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-17T20:15:42.435975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-17T20:15:42.436237] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-17T20:15:42.437028] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-17T20:15:42.437080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:42.437111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:42.437137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:42.437193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:42.492473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:42.493115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:42.493195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:42.493226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:42.617964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:42.618120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:42.618159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:42.618187] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:42.621627] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-17T20:15:42.621902] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-17T20:15:42.622032] [INFO ] [sig       ] AIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:42.762407] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIO.txt
[2025-12-17T20:15:42.762602] [INFO ] [sig       ] [110/3576] Completed AIO in 0.3s | 2.88 sym/s | Total: 38.1s | ETA: 20.0m
[2025-12-17T20:15:42.762643] [INFO ] [sig       ] [111/3576] Forecasting AIP...
[2025-12-17T20:15:42.762672] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-17T20:15:42.762704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-17T20:15:42.774234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-17T20:15:42.774598] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-17T20:15:42.775369] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-17T20:15:42.775421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:42.775454] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:42.775481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:42.775537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:42.832664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:42.833471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:42.833554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:42.833605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:42.951935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:42.952090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:42.952131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:42.952159] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:42.955569] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-17T20:15:42.955876] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-17T20:15:42.956012] [INFO ] [sig       ] AIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:43.100312] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIP.txt
[2025-12-17T20:15:43.100479] [INFO ] [sig       ] [111/3576] Completed AIP in 0.3s | 2.88 sym/s | Total: 38.5s | ETA: 20.0m
[2025-12-17T20:15:43.100519] [INFO ] [sig       ] [112/3576] Forecasting AIPI...
[2025-12-17T20:15:43.100547] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-17T20:15:43.100599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-17T20:15:43.112257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-17T20:15:43.112638] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-17T20:15:43.113404] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-17T20:15:43.113455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:43.113522] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:43.113552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:43.113629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:43.169935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:43.170849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:43.170936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:43.170969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:43.290454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:43.290625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:43.290668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:43.290696] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:43.294057] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=54.70%)
[2025-12-17T20:15:43.294334] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-17T20:15:43.294486] [INFO ] [sig       ] AIPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:43.433665] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIPI.txt
[2025-12-17T20:15:43.433815] [INFO ] [sig       ] [112/3576] Completed AIPI in 0.3s | 2.89 sym/s | Total: 38.8s | ETA: 20.0m
[2025-12-17T20:15:43.433855] [INFO ] [sig       ] [113/3576] Forecasting AIQ...
[2025-12-17T20:15:43.433885] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-17T20:15:43.433916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-17T20:15:43.445414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-17T20:15:43.445755] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-17T20:15:43.446556] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-17T20:15:43.446624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:43.446657] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:43.446684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:43.446740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:43.503332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:43.504219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:43.504302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:43.504335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:43.627047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:43.627208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:43.627249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:43.627280] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:43.631542] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-17T20:15:43.631904] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-17T20:15:43.632063] [INFO ] [sig       ] AIQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:43.774815] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIQ.txt
[2025-12-17T20:15:43.774968] [INFO ] [sig       ] [113/3576] Completed AIQ in 0.3s | 2.89 sym/s | Total: 39.2s | ETA: 20.0m
[2025-12-17T20:15:43.775006] [INFO ] [sig       ] [114/3576] Forecasting AIRG...
[2025-12-17T20:15:43.775036] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-17T20:15:43.775066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-17T20:15:43.788241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-17T20:15:43.788643] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-17T20:15:43.789479] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-17T20:15:43.789542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:43.789602] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:43.789632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:43.789688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:43.849678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:43.850704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:43.850797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:43.850829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:43.964054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:43.964211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:43.964250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:43.964277] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:43.967788] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-17T20:15:43.968087] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-17T20:15:43.968225] [INFO ] [sig       ] AIRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:44.112216] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AIRG.txt
[2025-12-17T20:15:44.112373] [INFO ] [sig       ] [114/3576] Completed AIRG in 0.3s | 2.89 sym/s | Total: 39.5s | ETA: 20.0m
[2025-12-17T20:15:44.112411] [INFO ] [sig       ] [115/3576] Forecasting AIRJ...
[2025-12-17T20:15:44.112440] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-17T20:15:44.112473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-17T20:15:44.125903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-17T20:15:44.126304] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-17T20:15:44.127152] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-17T20:15:44.127206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:44.127238] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:44.127264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:44.127321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:44.184560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:44.185417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:44.185505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:44.185538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:44.307408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:44.307562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:44.307621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:44.307682] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:44.311112] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-17T20:15:44.311386] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-17T20:15:44.311513] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:44.451389] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIRJ.txt
[2025-12-17T20:15:44.451530] [INFO ] [sig       ] [115/3576] Completed AIRJ in 0.3s | 2.89 sym/s | Total: 39.8s | ETA: 20.0m
[2025-12-17T20:15:44.451568] [INFO ] [sig       ] [116/3576] Forecasting AIRS...
[2025-12-17T20:15:44.451624] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-17T20:15:44.451656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-17T20:15:44.463836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-17T20:15:44.464199] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-17T20:15:44.465000] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-17T20:15:44.465051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:44.465083] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:44.465110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:44.465166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:44.521805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:44.522643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:44.522726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:44.522759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:44.647484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:44.647683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:44.647738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:44.647769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:44.651428] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-17T20:15:44.651731] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-17T20:15:44.651873] [INFO ] [sig       ] AIRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:44.796858] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AIRS.txt
[2025-12-17T20:15:44.797016] [INFO ] [sig       ] [116/3576] Completed AIRS in 0.3s | 2.89 sym/s | Total: 40.2s | ETA: 20.0m
[2025-12-17T20:15:44.797056] [INFO ] [sig       ] [117/3576] Forecasting AISP...
[2025-12-17T20:15:44.797085] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-17T20:15:44.797117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-17T20:15:44.808758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-17T20:15:44.809132] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-17T20:15:44.809941] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-17T20:15:44.809993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:44.810024] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:44.810051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:44.810106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:44.867861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:44.868707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:44.868792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:44.868825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:44.990902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:44.991057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:44.991099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:44.991129] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:44.994719] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=48.04%)
[2025-12-17T20:15:44.995062] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-17T20:15:44.995209] [INFO ] [sig       ] AISP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:45.138610] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AISP.txt
[2025-12-17T20:15:45.138738] [INFO ] [sig       ] [117/3576] Completed AISP in 0.3s | 2.89 sym/s | Total: 40.5s | ETA: 20.0m
[2025-12-17T20:15:45.138776] [INFO ] [sig       ] [118/3576] Forecasting AIZN...
[2025-12-17T20:15:45.138805] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-17T20:15:45.138836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-17T20:15:45.150739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-17T20:15:45.151060] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-17T20:15:45.151869] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-17T20:15:45.151922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:45.151953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:45.151980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:45.152035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:45.210079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:45.210764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:45.210848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:45.210880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:45.323792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:45.323916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:45.323954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:45.323984] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:45.327672] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-17T20:15:45.327938] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-17T20:15:45.328063] [INFO ] [sig       ] AIZN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:45.471542] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AIZN.txt
[2025-12-17T20:15:45.471683] [INFO ] [sig       ] [118/3576] Completed AIZN in 0.3s | 2.89 sym/s | Total: 40.9s | ETA: 20.0m
[2025-12-17T20:15:45.471730] [INFO ] [sig       ] [119/3576] Forecasting AJG...
[2025-12-17T20:15:45.471759] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-17T20:15:45.471790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-17T20:15:45.483182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-17T20:15:45.483461] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-17T20:15:45.484247] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-17T20:15:45.484299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:45.484330] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:45.484357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:45.484413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:45.540421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:45.541025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:45.541108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:45.541140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:45.665357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:45.665497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:45.665538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:45.665602] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:45.669027] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-17T20:15:45.669304] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-17T20:15:45.669438] [INFO ] [sig       ] AJG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:45.810251] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AJG.txt
[2025-12-17T20:15:45.810395] [INFO ] [sig       ] [119/3576] Completed AJG in 0.3s | 2.89 sym/s | Total: 41.2s | ETA: 19.9m
[2025-12-17T20:15:45.810437] [INFO ] [sig       ] [120/3576] Forecasting AKAM...
[2025-12-17T20:15:45.810471] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-17T20:15:45.810509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-17T20:15:45.822556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-17T20:15:45.822888] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-17T20:15:45.823717] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-17T20:15:45.823771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:45.823804] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:45.823831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:45.823889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:45.880756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:45.881373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:45.881456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:45.881489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:46.001022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:46.001177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:46.001218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:46.001247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:46.004751] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-17T20:15:46.005028] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-17T20:15:46.005164] [INFO ] [sig       ] AKAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:46.147934] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AKAM.txt
[2025-12-17T20:15:46.148081] [INFO ] [sig       ] [120/3576] Completed AKAM in 0.3s | 2.89 sym/s | Total: 41.5s | ETA: 19.9m
[2025-12-17T20:15:46.148119] [INFO ] [sig       ] [121/3576] Forecasting AKBA...
[2025-12-17T20:15:46.148147] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-17T20:15:46.148177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-17T20:15:46.160044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-17T20:15:46.160353] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-17T20:15:46.161183] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-17T20:15:46.161236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:46.161271] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:46.161311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:46.161385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:46.219195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:46.220021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:46.220123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:46.220172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:46.343203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:46.343350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:46.343390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:46.343420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:46.346856] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-17T20:15:46.347134] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-17T20:15:46.347265] [INFO ] [sig       ] AKBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:46.500925] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AKBA.txt
[2025-12-17T20:15:46.501098] [INFO ] [sig       ] [121/3576] Completed AKBA in 0.4s | 2.89 sym/s | Total: 41.9s | ETA: 19.9m
[2025-12-17T20:15:46.501146] [INFO ] [sig       ] [122/3576] Forecasting AL...
[2025-12-17T20:15:46.501178] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-17T20:15:46.501219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-17T20:15:46.513511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-17T20:15:46.513873] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-17T20:15:46.514672] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-17T20:15:46.514723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:46.514755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:46.514782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:46.514839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:46.570378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:46.571016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:46.571128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:46.571167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:46.693521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:46.693884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:46.693924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:46.693953] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:46.697287] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-17T20:15:46.697560] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-17T20:15:46.697708] [INFO ] [sig       ] AL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:46.837053] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AL.txt
[2025-12-17T20:15:46.837178] [INFO ] [sig       ] [122/3576] Completed AL in 0.3s | 2.89 sym/s | Total: 42.2s | ETA: 19.9m
[2025-12-17T20:15:46.837216] [INFO ] [sig       ] [123/3576] Forecasting ALAB...
[2025-12-17T20:15:46.837245] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-17T20:15:46.837276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-17T20:15:46.849647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-17T20:15:46.849983] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-17T20:15:46.850792] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-17T20:15:46.850844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:46.850875] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:46.850901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:46.850968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:46.908931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:46.909632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:46.909716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:46.909749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:47.032109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:47.032263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:47.032304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:47.032333] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:47.035716] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-17T20:15:47.035987] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-17T20:15:47.036116] [INFO ] [sig       ] ALAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:47.173068] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALAB.txt
[2025-12-17T20:15:47.173194] [INFO ] [sig       ] [123/3576] Completed ALAB in 0.3s | 2.89 sym/s | Total: 42.6s | ETA: 19.9m
[2025-12-17T20:15:47.173232] [INFO ] [sig       ] [124/3576] Forecasting ALB...
[2025-12-17T20:15:47.173261] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-17T20:15:47.173292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-17T20:15:47.185061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-17T20:15:47.185348] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-17T20:15:47.186125] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-17T20:15:47.186176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:47.186207] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:47.186234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:47.186290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:47.244838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:47.245777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:47.245874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:47.245908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:47.369878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:47.370018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:47.370057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:47.370085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:47.373432] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-17T20:15:47.373720] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-17T20:15:47.373850] [INFO ] [sig       ] ALB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:47.518018] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALB.txt
[2025-12-17T20:15:47.518179] [INFO ] [sig       ] [124/3576] Completed ALB in 0.3s | 2.89 sym/s | Total: 42.9s | ETA: 19.9m
[2025-12-17T20:15:47.518218] [INFO ] [sig       ] [125/3576] Forecasting ALC...
[2025-12-17T20:15:47.518246] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-17T20:15:47.518280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-17T20:15:47.530132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-17T20:15:47.530503] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-17T20:15:47.531337] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-17T20:15:47.531402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:47.531434] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:47.531460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:47.531516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:47.588724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:47.589647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:47.589739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:47.589772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:47.709060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:47.709200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:47.709239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:47.709267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:47.712663] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-12-17T20:15:47.712935] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-17T20:15:47.713061] [INFO ] [sig       ] ALC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:47.852360] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALC.txt
[2025-12-17T20:15:47.852546] [INFO ] [sig       ] [125/3576] Completed ALC in 0.3s | 2.89 sym/s | Total: 43.2s | ETA: 19.9m
[2025-12-17T20:15:47.852605] [INFO ] [sig       ] [126/3576] Forecasting ALCO...
[2025-12-17T20:15:47.852638] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-17T20:15:47.852668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-17T20:15:47.864685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-17T20:15:47.864970] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-17T20:15:47.865749] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-17T20:15:47.865801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:47.865832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:47.865858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:47.865915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:47.921650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:47.922496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:47.922595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:47.922630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:48.045896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:48.046072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:48.046119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:48.046151] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:48.049669] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=13.84%)
[2025-12-17T20:15:48.049955] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-17T20:15:48.050087] [INFO ] [sig       ] ALCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:48.188332] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALCO.txt
[2025-12-17T20:15:48.188489] [INFO ] [sig       ] [126/3576] Completed ALCO in 0.3s | 2.89 sym/s | Total: 43.6s | ETA: 19.9m
[2025-12-17T20:15:48.188528] [INFO ] [sig       ] [127/3576] Forecasting ALDX...
[2025-12-17T20:15:48.188556] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-17T20:15:48.188614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-17T20:15:48.200597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-17T20:15:48.200941] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-17T20:15:48.201758] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-17T20:15:48.201810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:48.201842] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:48.201869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:48.201925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:48.259635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:48.260341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:48.260418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:48.260451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:48.382247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:48.382375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:48.382414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:48.382442] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:48.385781] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-17T20:15:48.386047] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-17T20:15:48.386184] [INFO ] [sig       ] ALDX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:48.530935] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALDX.txt
[2025-12-17T20:15:48.531062] [INFO ] [sig       ] [127/3576] Completed ALDX in 0.3s | 2.89 sym/s | Total: 43.9s | ETA: 19.9m
[2025-12-17T20:15:48.531100] [INFO ] [sig       ] [128/3576] Forecasting ALEC...
[2025-12-17T20:15:48.531128] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-17T20:15:48.531159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-17T20:15:48.543227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-17T20:15:48.543535] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-17T20:15:48.544509] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-17T20:15:48.544560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:48.544610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:48.544638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:48.544694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:48.600839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:48.601432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:48.601508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:48.601540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:48.743169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:48.743373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:48.743430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:48.743469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:48.747698] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-17T20:15:48.748197] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-17T20:15:48.748350] [INFO ] [sig       ] ALEC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:48.890082] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALEC.txt
[2025-12-17T20:15:48.890243] [INFO ] [sig       ] [128/3576] Completed ALEC in 0.4s | 2.89 sym/s | Total: 44.3s | ETA: 19.9m
[2025-12-17T20:15:48.890282] [INFO ] [sig       ] [129/3576] Forecasting ALEX...
[2025-12-17T20:15:48.890311] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-17T20:15:48.890342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-17T20:15:48.902055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-17T20:15:48.902397] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-17T20:15:48.903191] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-17T20:15:48.903243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:48.903302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:48.903330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:48.903387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:48.961089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:48.961958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:48.962043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:48.962078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:49.082896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:49.083037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:49.083077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:49.083104] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:49.086436] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-17T20:15:49.086721] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-17T20:15:49.086848] [INFO ] [sig       ] ALEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:49.227152] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALEX.txt
[2025-12-17T20:15:49.227302] [INFO ] [sig       ] [129/3576] Completed ALEX in 0.3s | 2.89 sym/s | Total: 44.6s | ETA: 19.9m
[2025-12-17T20:15:49.227342] [INFO ] [sig       ] [130/3576] Forecasting ALG...
[2025-12-17T20:15:49.227371] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-17T20:15:49.227403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-17T20:15:49.239635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-17T20:15:49.240029] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-17T20:15:49.240876] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-17T20:15:49.240929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:49.240962] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:49.240989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:49.241047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:49.299457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:49.300338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:49.300422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:49.300456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:49.419831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:49.419985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:49.420023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:49.420051] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:49.423356] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=67.41%)
[2025-12-17T20:15:49.423656] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-17T20:15:49.423782] [INFO ] [sig       ] ALG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:49.624821] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALG.txt
[2025-12-17T20:15:49.624986] [INFO ] [sig       ] [130/3576] Completed ALG in 0.4s | 2.89 sym/s | Total: 45.0s | ETA: 19.9m
[2025-12-17T20:15:49.625027] [INFO ] [sig       ] [131/3576] Forecasting ALGM...
[2025-12-17T20:15:49.625056] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-17T20:15:49.625088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-17T20:15:49.637485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-17T20:15:49.637898] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-17T20:15:49.638741] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-17T20:15:49.638795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:49.638828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:49.638887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:49.638946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:49.696793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:49.697637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:49.697722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:49.697755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:49.819556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:49.819739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:49.819778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:49.819807] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:49.823163] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-17T20:15:49.823443] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-17T20:15:49.823589] [INFO ] [sig       ] ALGM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:49.962675] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALGM.txt
[2025-12-17T20:15:49.962829] [INFO ] [sig       ] [131/3576] Completed ALGM in 0.3s | 2.89 sym/s | Total: 45.3s | ETA: 19.9m
[2025-12-17T20:15:49.962869] [INFO ] [sig       ] [132/3576] Forecasting ALGN...
[2025-12-17T20:15:49.962898] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-17T20:15:49.962930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-17T20:15:49.976145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-17T20:15:49.976486] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-17T20:15:49.977291] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-17T20:15:49.977344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:49.977378] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:49.977405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:49.977461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:50.033133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:50.034012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:50.034097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:50.034130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:50.150988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:50.151165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:50.151206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:50.151270] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:50.155839] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-17T20:15:50.156157] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-17T20:15:50.156298] [INFO ] [sig       ] ALGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:50.298390] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALGN.txt
[2025-12-17T20:15:50.298535] [INFO ] [sig       ] [132/3576] Completed ALGN in 0.3s | 2.89 sym/s | Total: 45.7s | ETA: 19.9m
[2025-12-17T20:15:50.298590] [INFO ] [sig       ] [133/3576] Forecasting ALGS...
[2025-12-17T20:15:50.298623] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-17T20:15:50.298653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-17T20:15:50.309942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-17T20:15:50.310236] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-17T20:15:50.311020] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-17T20:15:50.311072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:50.311104] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:50.311131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:50.311186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:50.366804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:50.367482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:50.367562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:50.367612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:50.489020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:50.489174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:50.489214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:50.489242] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:50.492629] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-17T20:15:50.492903] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-17T20:15:50.493029] [INFO ] [sig       ] ALGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:50.630277] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALGS.txt
[2025-12-17T20:15:50.630420] [INFO ] [sig       ] [133/3576] Completed ALGS in 0.3s | 2.89 sym/s | Total: 46.0s | ETA: 19.9m
[2025-12-17T20:15:50.630459] [INFO ] [sig       ] [134/3576] Forecasting ALHC...
[2025-12-17T20:15:50.630488] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-17T20:15:50.630518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-17T20:15:50.642057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-17T20:15:50.642397] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-17T20:15:50.643199] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-17T20:15:50.643253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:50.643287] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:50.643315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:50.643373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:50.700976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:50.701768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:50.701850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:50.701883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:50.821602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:50.821759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:50.821800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:50.821831] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:50.825526] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2025-12-17T20:15:50.825833] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-17T20:15:50.825967] [INFO ] [sig       ] ALHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:50.963453] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALHC.txt
[2025-12-17T20:15:50.963630] [INFO ] [sig       ] [134/3576] Completed ALHC in 0.3s | 2.89 sym/s | Total: 46.3s | ETA: 19.8m
[2025-12-17T20:15:50.963673] [INFO ] [sig       ] [135/3576] Forecasting ALK...
[2025-12-17T20:15:50.963703] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-17T20:15:50.963736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-17T20:15:50.975409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-17T20:15:50.975814] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-17T20:15:50.976616] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-17T20:15:50.976668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:50.976700] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:50.976727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:50.976783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:51.036702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:51.037659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:51.037751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:51.037785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:51.159321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:51.159483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:51.159521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:51.159551] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:51.162897] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-17T20:15:51.163196] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-17T20:15:51.163324] [INFO ] [sig       ] ALK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:51.299267] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALK.txt
[2025-12-17T20:15:51.299389] [INFO ] [sig       ] [135/3576] Completed ALK in 0.3s | 2.89 sym/s | Total: 46.7s | ETA: 19.8m
[2025-12-17T20:15:51.299428] [INFO ] [sig       ] [136/3576] Forecasting ALKS...
[2025-12-17T20:15:51.299464] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-17T20:15:51.299493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-17T20:15:51.310627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-17T20:15:51.310927] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-17T20:15:51.311707] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-17T20:15:51.311758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:51.311800] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:51.311828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:51.311884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:51.367408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:51.368051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:51.368145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:51.368177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:51.484225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:51.484375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:51.484414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:51.484442] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:51.487852] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-17T20:15:51.488119] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-17T20:15:51.488245] [INFO ] [sig       ] ALKS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:51.626240] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALKS.txt
[2025-12-17T20:15:51.626366] [INFO ] [sig       ] [136/3576] Completed ALKS in 0.3s | 2.89 sym/s | Total: 47.0s | ETA: 19.8m
[2025-12-17T20:15:51.626404] [INFO ] [sig       ] [137/3576] Forecasting ALL...
[2025-12-17T20:15:51.626433] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-17T20:15:51.626464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-17T20:15:51.637650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-17T20:15:51.637939] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-17T20:15:51.638723] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-17T20:15:51.638774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:51.638806] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:51.638833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:51.638903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:51.694507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:51.695228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:51.695308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:51.695340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:51.816814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:51.816995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:51.817043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:51.817072] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:51.821213] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-17T20:15:51.821507] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-17T20:15:51.821670] [INFO ] [sig       ] ALL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:51.971281] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALL.txt
[2025-12-17T20:15:51.971445] [INFO ] [sig       ] [137/3576] Completed ALL in 0.3s | 2.89 sym/s | Total: 47.4s | ETA: 19.8m
[2025-12-17T20:15:51.971486] [INFO ] [sig       ] [138/3576] Forecasting ALLE...
[2025-12-17T20:15:51.971516] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-17T20:15:51.971547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-17T20:15:51.984269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-17T20:15:51.984721] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-17T20:15:51.985773] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-17T20:15:51.985833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:51.985865] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:51.985891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:51.985948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:52.045082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:52.046153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:52.046266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:52.046303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:52.171699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:52.171861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:52.171902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:52.171929] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:52.175304] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=15.32%)
[2025-12-17T20:15:52.175633] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-17T20:15:52.175771] [INFO ] [sig       ] ALLE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:52.315868] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALLE.txt
[2025-12-17T20:15:52.316029] [INFO ] [sig       ] [138/3576] Completed ALLE in 0.3s | 2.89 sym/s | Total: 47.7s | ETA: 19.8m
[2025-12-17T20:15:52.316069] [INFO ] [sig       ] [139/3576] Forecasting ALLO...
[2025-12-17T20:15:52.316098] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-17T20:15:52.316130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-17T20:15:52.328717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-17T20:15:52.329107] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-17T20:15:52.329899] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-17T20:15:52.329952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:52.329984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:52.330010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:52.330066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:52.385793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:52.386649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:52.386767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:52.386801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:52.507956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:52.508117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:52.508156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:52.508185] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:52.512233] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-17T20:15:52.512652] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-17T20:15:52.512831] [INFO ] [sig       ] ALLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:52.652267] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALLO.txt
[2025-12-17T20:15:52.652401] [INFO ] [sig       ] [139/3576] Completed ALLO in 0.3s | 2.89 sym/s | Total: 48.0s | ETA: 19.8m
[2025-12-17T20:15:52.652445] [INFO ] [sig       ] [140/3576] Forecasting ALLY...
[2025-12-17T20:15:52.652476] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-17T20:15:52.652507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-17T20:15:52.664165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-17T20:15:52.664500] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-17T20:15:52.665290] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-17T20:15:52.665343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:52.665375] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:52.665401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:52.665457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:52.720848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:52.721639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:52.721720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:52.721752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:52.846170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:52.846324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:52.846366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:52.846394] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:52.849785] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-17T20:15:52.850065] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-17T20:15:52.850193] [INFO ] [sig       ] ALLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:52.987700] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALLY.txt
[2025-12-17T20:15:52.987845] [INFO ] [sig       ] [140/3576] Completed ALLY in 0.3s | 2.89 sym/s | Total: 48.4s | ETA: 19.8m
[2025-12-17T20:15:52.987885] [INFO ] [sig       ] [141/3576] Forecasting ALMS...
[2025-12-17T20:15:52.987921] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-17T20:15:52.987953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-17T20:15:52.999382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-17T20:15:52.999703] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-17T20:15:53.000470] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-17T20:15:53.000523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:53.000555] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:53.000611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:53.000671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:53.059353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:53.060137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:53.060217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:53.060249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:53.187248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:53.187405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:53.187445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:53.187474] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:53.190977] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-17T20:15:53.191255] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-17T20:15:53.191431] [INFO ] [sig       ] ALMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:53.332708] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALMS.txt
[2025-12-17T20:15:53.332866] [INFO ] [sig       ] [141/3576] Completed ALMS in 0.3s | 2.89 sym/s | Total: 48.7s | ETA: 19.8m
[2025-12-17T20:15:53.332905] [INFO ] [sig       ] [142/3576] Forecasting ALNY...
[2025-12-17T20:15:53.332934] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-17T20:15:53.332965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-17T20:15:53.344483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-17T20:15:53.344903] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-17T20:15:53.345691] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-17T20:15:53.345742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:53.345775] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:53.345802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:53.345859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:53.402727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:53.403649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:53.403742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:53.403775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:53.526714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:53.526873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:53.526914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:53.526944] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:53.530439] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-17T20:15:53.530745] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-17T20:15:53.530890] [INFO ] [sig       ] ALNY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:53.671693] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALNY.txt
[2025-12-17T20:15:53.671846] [INFO ] [sig       ] [142/3576] Completed ALNY in 0.3s | 2.89 sym/s | Total: 49.1s | ETA: 19.8m
[2025-12-17T20:15:53.671886] [INFO ] [sig       ] [143/3576] Forecasting ALRM...
[2025-12-17T20:15:53.671915] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-17T20:15:53.671947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-17T20:15:53.682827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-17T20:15:53.683092] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-17T20:15:53.683868] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-17T20:15:53.683919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:53.683951] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:53.683978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:53.684034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:53.740329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:53.741111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:53.741195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:53.741229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:53.867247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:53.867405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:53.867462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:53.867493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:53.871086] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=30.47%)
[2025-12-17T20:15:53.871358] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-17T20:15:53.871488] [INFO ] [sig       ] ALRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:54.017876] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALRM.txt
[2025-12-17T20:15:54.018036] [INFO ] [sig       ] [143/3576] Completed ALRM in 0.3s | 2.89 sym/s | Total: 49.4s | ETA: 19.8m
[2025-12-17T20:15:54.018077] [INFO ] [sig       ] [144/3576] Forecasting ALRS...
[2025-12-17T20:15:54.018105] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-17T20:15:54.018137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-17T20:15:54.029636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-17T20:15:54.030012] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-17T20:15:54.030825] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-17T20:15:54.030878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:54.030911] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:54.030940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:54.030997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:54.088726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:54.089646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:54.089745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:54.089786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:54.218521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:54.218700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:54.218743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:54.218783] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:54.222730] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-17T20:15:54.223232] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-17T20:15:54.223380] [INFO ] [sig       ] ALRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:54.369735] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALRS.txt
[2025-12-17T20:15:54.369871] [INFO ] [sig       ] [144/3576] Completed ALRS in 0.4s | 2.89 sym/s | Total: 49.8s | ETA: 19.8m
[2025-12-17T20:15:54.369911] [INFO ] [sig       ] [145/3576] Forecasting ALSN...
[2025-12-17T20:15:54.369951] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-17T20:15:54.369992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-17T20:15:54.381376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-17T20:15:54.381772] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-17T20:15:54.382607] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-17T20:15:54.382661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:54.382695] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:54.382722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:54.382779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:54.442096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:54.443219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:54.443308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:54.443341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:54.576845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:54.577006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:54.577046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:54.577075] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:54.580678] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-17T20:15:54.581013] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-17T20:15:54.581157] [INFO ] [sig       ] ALSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:54.731459] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALSN.txt
[2025-12-17T20:15:54.731647] [INFO ] [sig       ] [145/3576] Completed ALSN in 0.4s | 2.89 sym/s | Total: 50.1s | ETA: 19.8m
[2025-12-17T20:15:54.731690] [INFO ] [sig       ] [146/3576] Forecasting ALTG...
[2025-12-17T20:15:54.731719] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-17T20:15:54.731751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-17T20:15:54.743206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-17T20:15:54.743544] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-17T20:15:54.744437] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-17T20:15:54.744493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:54.744553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:54.744625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:54.744710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:54.804745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:54.805683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:54.805776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:54.805809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:54.938041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:54.938196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:54.938235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:54.938264] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:54.941640] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-17T20:15:54.941914] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-17T20:15:54.942040] [INFO ] [sig       ] ALTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:55.101650] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALTG.txt
[2025-12-17T20:15:55.101797] [INFO ] [sig       ] [146/3576] Completed ALTG in 0.4s | 2.89 sym/s | Total: 50.5s | ETA: 19.8m
[2025-12-17T20:15:55.101837] [INFO ] [sig       ] [147/3576] Forecasting ALTI...
[2025-12-17T20:15:55.101866] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-17T20:15:55.101898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-17T20:15:55.113212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-17T20:15:55.113537] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-17T20:15:55.114363] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-17T20:15:55.114417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:55.114460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:55.114489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:55.114545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:55.171432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:55.172114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:55.172197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:55.172230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:55.291447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:55.291627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:55.291669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:55.291698] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:55.295085] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-17T20:15:55.295351] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-17T20:15:55.295479] [INFO ] [sig       ] ALTI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:55.437272] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALTI.txt
[2025-12-17T20:15:55.437407] [INFO ] [sig       ] [147/3576] Completed ALTI in 0.3s | 2.89 sym/s | Total: 50.8s | ETA: 19.8m
[2025-12-17T20:15:55.437446] [INFO ] [sig       ] [148/3576] Forecasting ALTS...
[2025-12-17T20:15:55.437474] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-17T20:15:55.437505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-17T20:15:55.449364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-17T20:15:55.449717] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-17T20:15:55.450477] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-17T20:15:55.450529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:55.450561] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:55.450608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:55.450665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:55.508167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:55.509048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:55.509134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:55.509166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:55.632966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:55.633122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:55.633160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:55.633188] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:55.636509] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-17T20:15:55.636793] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-17T20:15:55.636922] [INFO ] [sig       ] ALTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:55.773892] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALTS.txt
[2025-12-17T20:15:55.774021] [INFO ] [sig       ] [148/3576] Completed ALTS in 0.3s | 2.89 sym/s | Total: 51.2s | ETA: 19.7m
[2025-12-17T20:15:55.774060] [INFO ] [sig       ] [149/3576] Forecasting ALTY...
[2025-12-17T20:15:55.774088] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-17T20:15:55.774120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-17T20:15:55.786937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-17T20:15:55.787272] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-17T20:15:55.788042] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-17T20:15:55.788093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:55.788125] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:55.788151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:55.788206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:55.845474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:55.846285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:55.846371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:55.846404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:55.954033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:55.954193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:55.954234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:55.954294] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:55.957700] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-17T20:15:55.958001] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-17T20:15:55.958132] [INFO ] [sig       ] ALTY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:56.097678] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALTY.txt
[2025-12-17T20:15:56.097822] [INFO ] [sig       ] [149/3576] Completed ALTY in 0.3s | 2.89 sym/s | Total: 51.5s | ETA: 19.7m
[2025-12-17T20:15:56.097862] [INFO ] [sig       ] [150/3576] Forecasting ALVO...
[2025-12-17T20:15:56.097890] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-17T20:15:56.097924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-17T20:15:56.109328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-17T20:15:56.109692] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-17T20:15:56.110454] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-17T20:15:56.110506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:56.110538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:56.110564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:56.110645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:56.166535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:56.167337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:56.167420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:56.167452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:56.288730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:56.288926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:56.288975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:56.289004] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:56.292777] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2025-12-17T20:15:56.293149] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-17T20:15:56.293322] [INFO ] [sig       ] ALVO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:56.446294] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALVO.txt
[2025-12-17T20:15:56.446446] [INFO ] [sig       ] [150/3576] Completed ALVO in 0.3s | 2.89 sym/s | Total: 51.8s | ETA: 19.7m
[2025-12-17T20:15:56.446491] [INFO ] [sig       ] [151/3576] Forecasting ALX...
[2025-12-17T20:15:56.446520] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-17T20:15:56.446552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-17T20:15:56.458362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-17T20:15:56.458760] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-17T20:15:56.459595] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-17T20:15:56.459650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:56.459682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:56.459709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:56.459766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:56.517647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:56.518396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:56.518481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:56.518513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:56.637365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:56.637523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:56.637566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:56.637615] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:56.640980] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=92.36%)
[2025-12-17T20:15:56.641250] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-17T20:15:56.641380] [INFO ] [sig       ] ALX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:56.783036] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALX.txt
[2025-12-17T20:15:56.783184] [INFO ] [sig       ] [151/3576] Completed ALX in 0.3s | 2.89 sym/s | Total: 52.2s | ETA: 19.7m
[2025-12-17T20:15:56.783222] [INFO ] [sig       ] [152/3576] Forecasting ALXO...
[2025-12-17T20:15:56.783251] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-17T20:15:56.783283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-17T20:15:56.794925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-17T20:15:56.795285] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-17T20:15:56.796101] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-17T20:15:56.796154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:56.796185] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:56.796212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:56.796267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:56.852743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:56.853604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:56.853689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:56.853722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:56.973984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:56.974144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:56.974197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:56.974233] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:56.977702] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-17T20:15:56.977995] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-17T20:15:56.978127] [INFO ] [sig       ] ALXO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:57.123374] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ALXO.txt
[2025-12-17T20:15:57.123531] [INFO ] [sig       ] [152/3576] Completed ALXO in 0.3s | 2.89 sym/s | Total: 52.5s | ETA: 19.7m
[2025-12-17T20:15:57.123591] [INFO ] [sig       ] [153/3576] Forecasting ALZN...
[2025-12-17T20:15:57.123623] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-17T20:15:57.123656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-17T20:15:57.135052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-17T20:15:57.135418] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-17T20:15:57.136212] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-17T20:15:57.136265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:57.136298] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:57.136325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:57.136382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:57.192025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:57.192803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:57.192889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:57.192921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:57.313701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:57.313861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:57.313902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:57.313931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:57.317320] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2025-12-17T20:15:57.317609] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-17T20:15:57.317741] [INFO ] [sig       ] ALZN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:57.460080] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ALZN.txt
[2025-12-17T20:15:57.460228] [INFO ] [sig       ] [153/3576] Completed ALZN in 0.3s | 2.90 sym/s | Total: 52.8s | ETA: 19.7m
[2025-12-17T20:15:57.460267] [INFO ] [sig       ] [154/3576] Forecasting AM...
[2025-12-17T20:15:57.460296] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-17T20:15:57.460327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-17T20:15:57.472330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-17T20:15:57.472704] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-17T20:15:57.473498] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-17T20:15:57.473552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:57.473610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:57.473641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:57.473700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:57.530174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:57.531063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:57.531149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:57.531182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:57.652473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:57.652649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:57.652691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:57.652736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:57.656210] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-17T20:15:57.656486] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-17T20:15:57.656638] [INFO ] [sig       ] AM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:57.799884] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AM.txt
[2025-12-17T20:15:57.800041] [INFO ] [sig       ] [154/3576] Completed AM in 0.3s | 2.90 sym/s | Total: 53.2s | ETA: 19.7m
[2025-12-17T20:15:57.800081] [INFO ] [sig       ] [155/3576] Forecasting AMAL...
[2025-12-17T20:15:57.800109] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-17T20:15:57.800141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-17T20:15:57.811621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-17T20:15:57.812013] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-17T20:15:57.812872] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-17T20:15:57.812927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:57.812959] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:57.812987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:57.813045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:57.870018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:57.870900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:57.870992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:57.871026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:57.990376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:57.990535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:57.990595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:57.990628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:57.994043] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-17T20:15:57.994322] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-17T20:15:57.994456] [INFO ] [sig       ] AMAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:58.135389] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMAL.txt
[2025-12-17T20:15:58.135543] [INFO ] [sig       ] [155/3576] Completed AMAL in 0.3s | 2.90 sym/s | Total: 53.5s | ETA: 19.7m
[2025-12-17T20:15:58.135602] [INFO ] [sig       ] [156/3576] Forecasting AMBA...
[2025-12-17T20:15:58.135632] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-17T20:15:58.135665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-17T20:15:58.147278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-17T20:15:58.147640] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-17T20:15:58.148423] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-17T20:15:58.148476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:58.148510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:58.148539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:58.148613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:58.207113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:58.208027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:58.208168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:58.208233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:58.338237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:58.338403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:58.338444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:58.338472] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:58.342348] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-17T20:15:58.342763] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-17T20:15:58.342922] [INFO ] [sig       ] AMBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:58.500597] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMBA.txt
[2025-12-17T20:15:58.500788] [INFO ] [sig       ] [156/3576] Completed AMBA in 0.4s | 2.89 sym/s | Total: 53.9s | ETA: 19.7m
[2025-12-17T20:15:58.500871] [INFO ] [sig       ] [157/3576] Forecasting AMBP...
[2025-12-17T20:15:58.500922] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-17T20:15:58.500965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-17T20:15:58.513734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-17T20:15:58.514175] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-17T20:15:58.515046] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-17T20:15:58.515101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:58.515135] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:58.515163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:58.515221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:58.574271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:58.575217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:58.575309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:58.575343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:58.711818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:58.711989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:58.712030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:58.712058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:58.715708] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2025-12-17T20:15:58.716003] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-17T20:15:58.716142] [INFO ] [sig       ] AMBP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:58.857613] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMBP.txt
[2025-12-17T20:15:58.857753] [INFO ] [sig       ] [157/3576] Completed AMBP in 0.4s | 2.89 sym/s | Total: 54.2s | ETA: 19.7m
[2025-12-17T20:15:58.857792] [INFO ] [sig       ] [158/3576] Forecasting AMC...
[2025-12-17T20:15:58.857824] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-17T20:15:58.857855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-17T20:15:58.869779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-17T20:15:58.870111] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-17T20:15:58.870899] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-17T20:15:58.870951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:58.870983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:58.871021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:58.871078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:58.929953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:58.930959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:58.931239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:58.931273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:59.057964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:59.058122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:59.058172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:59.058213] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:59.061955] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-17T20:15:59.062246] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-17T20:15:59.062386] [INFO ] [sig       ] AMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:15:59.201904] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMC.txt
[2025-12-17T20:15:59.202036] [INFO ] [sig       ] [158/3576] Completed AMC in 0.3s | 2.89 sym/s | Total: 54.6s | ETA: 19.7m
[2025-12-17T20:15:59.202075] [INFO ] [sig       ] [159/3576] Forecasting AMCX...
[2025-12-17T20:15:59.202104] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-17T20:15:59.202136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-17T20:15:59.214199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-17T20:15:59.214521] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-17T20:15:59.215427] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-17T20:15:59.215482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:59.215515] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:59.215543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:59.215627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:59.272266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:59.273059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:59.273144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:59.273202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:59.391242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:59.391405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:59.391445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:59.391474] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:59.394898] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-17T20:15:59.395174] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-17T20:15:59.395305] [INFO ] [sig       ] AMCX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:59.531865] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMCX.txt
[2025-12-17T20:15:59.532045] [INFO ] [sig       ] [159/3576] Completed AMCX in 0.3s | 2.90 sym/s | Total: 54.9s | ETA: 19.7m
[2025-12-17T20:15:59.532087] [INFO ] [sig       ] [160/3576] Forecasting AMD...
[2025-12-17T20:15:59.532117] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-17T20:15:59.532151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-17T20:15:59.544845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-17T20:15:59.545220] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-17T20:15:59.546040] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-17T20:15:59.546094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:59.546127] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:59.546156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:59.546214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:59.602592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:59.603385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:59.603466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:59.603498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:15:59.727557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:15:59.727748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:15:59.727788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:15:59.727822] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:15:59.731211] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-17T20:15:59.731478] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-17T20:15:59.731634] [INFO ] [sig       ] AMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:15:59.871884] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMD.txt
[2025-12-17T20:15:59.872016] [INFO ] [sig       ] [160/3576] Completed AMD in 0.3s | 2.90 sym/s | Total: 55.3s | ETA: 19.7m
[2025-12-17T20:15:59.872054] [INFO ] [sig       ] [161/3576] Forecasting AMDL...
[2025-12-17T20:15:59.872082] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-17T20:15:59.872113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-17T20:15:59.885745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-17T20:15:59.886392] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-17T20:15:59.887370] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-17T20:15:59.887427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:15:59.887462] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:15:59.887491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:15:59.887550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:15:59.945191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:15:59.946415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:15:59.946524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:15:59.946559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:00.076659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:00.076899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:00.076948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:00.076979] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:00.081195] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-17T20:16:00.081546] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-17T20:16:00.081731] [INFO ] [sig       ] AMDL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:00.233320] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMDL.txt
[2025-12-17T20:16:00.233546] [INFO ] [sig       ] [161/3576] Completed AMDL in 0.4s | 2.89 sym/s | Total: 55.6s | ETA: 19.7m
[2025-12-17T20:16:00.233616] [INFO ] [sig       ] [162/3576] Forecasting AME...
[2025-12-17T20:16:00.233650] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-17T20:16:00.233694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-17T20:16:00.247267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-17T20:16:00.247667] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-17T20:16:00.248458] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-17T20:16:00.248510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:00.248543] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:00.248569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:00.248648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:00.303726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:00.304656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:00.304748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:00.304780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:00.427566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:00.427745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:00.427785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:00.427814] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:00.431248] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-17T20:16:00.431552] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-17T20:16:00.431709] [INFO ] [sig       ] AME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:00.569406] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AME.txt
[2025-12-17T20:16:00.569556] [INFO ] [sig       ] [162/3576] Completed AME in 0.3s | 2.90 sym/s | Total: 56.0s | ETA: 19.7m
[2025-12-17T20:16:00.569615] [INFO ] [sig       ] [163/3576] Forecasting AMG...
[2025-12-17T20:16:00.569644] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-17T20:16:00.569675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-17T20:16:00.581463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-17T20:16:00.581829] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-17T20:16:00.582613] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-17T20:16:00.582667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:00.582725] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:00.582754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:00.582812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:00.638271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:00.639124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:00.639208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:00.639240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:00.755023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:00.755188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:00.755228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:00.755255] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:00.758664] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-17T20:16:00.758978] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-17T20:16:00.759110] [INFO ] [sig       ] AMG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:00.897763] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMG.txt
[2025-12-17T20:16:00.897936] [INFO ] [sig       ] [163/3576] Completed AMG in 0.3s | 2.90 sym/s | Total: 56.3s | ETA: 19.6m
[2025-12-17T20:16:00.897978] [INFO ] [sig       ] [164/3576] Forecasting AMGN...
[2025-12-17T20:16:00.898007] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-17T20:16:00.898039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-17T20:16:00.909598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-17T20:16:00.909959] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-17T20:16:00.910744] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-17T20:16:00.910796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:00.910829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:00.910856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:00.910912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:00.966518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:00.967332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:00.967415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:00.967448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:01.085521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:01.085701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:01.085747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:01.085774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:01.089130] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-17T20:16:01.089405] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-17T20:16:01.089531] [INFO ] [sig       ] AMGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:01.227950] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMGN.txt
[2025-12-17T20:16:01.228300] [INFO ] [sig       ] [164/3576] Completed AMGN in 0.3s | 2.90 sym/s | Total: 56.6s | ETA: 19.6m
[2025-12-17T20:16:01.228341] [INFO ] [sig       ] [165/3576] Forecasting AMH...
[2025-12-17T20:16:01.228369] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-17T20:16:01.228399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-17T20:16:01.243127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-17T20:16:01.243549] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-17T20:16:01.244356] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-17T20:16:01.244409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:01.244442] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:01.244468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:01.244523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:01.302249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:01.303199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:01.303294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:01.303326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:01.425626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:01.425796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:01.425859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:01.425902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:01.431691] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=50.58%)
[2025-12-17T20:16:01.432331] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-17T20:16:01.432605] [INFO ] [sig       ] AMH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:01.589163] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMH.txt
[2025-12-17T20:16:01.589324] [INFO ] [sig       ] [165/3576] Completed AMH in 0.4s | 2.90 sym/s | Total: 57.0s | ETA: 19.6m
[2025-12-17T20:16:01.589364] [INFO ] [sig       ] [166/3576] Forecasting AMLX...
[2025-12-17T20:16:01.589394] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-17T20:16:01.589426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-17T20:16:01.601234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-17T20:16:01.601612] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-17T20:16:01.602390] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-17T20:16:01.602442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:01.602474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:01.602499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:01.602555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:01.659977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:01.660856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:01.660950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:01.660984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:01.790693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:01.790855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:01.790896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:01.790959] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:01.794364] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-12-17T20:16:01.794660] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-17T20:16:01.794796] [INFO ] [sig       ] AMLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:01.939480] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMLX.txt
[2025-12-17T20:16:01.939670] [INFO ] [sig       ] [166/3576] Completed AMLX in 0.4s | 2.90 sym/s | Total: 57.3s | ETA: 19.6m
[2025-12-17T20:16:01.939716] [INFO ] [sig       ] [167/3576] Forecasting AMN...
[2025-12-17T20:16:01.939748] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-17T20:16:01.939791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-17T20:16:01.952997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-17T20:16:01.953347] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-17T20:16:01.954177] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-17T20:16:01.954232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:01.954267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:01.954296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:01.954354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:02.009995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:02.010875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:02.010959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:02.010991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:02.128724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:02.128976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:02.129028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:02.129065] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:02.132526] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-17T20:16:02.132838] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-17T20:16:02.132971] [INFO ] [sig       ] AMN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:02.275107] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMN.txt
[2025-12-17T20:16:02.275255] [INFO ] [sig       ] [167/3576] Completed AMN in 0.3s | 2.90 sym/s | Total: 57.7s | ETA: 19.6m
[2025-12-17T20:16:02.275294] [INFO ] [sig       ] [168/3576] Forecasting AMP...
[2025-12-17T20:16:02.275323] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-17T20:16:02.275353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-17T20:16:02.287737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-17T20:16:02.288183] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-17T20:16:02.289153] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-17T20:16:02.289209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:02.289243] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:02.289270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:02.289328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:02.344307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:02.345138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:02.345222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:02.345255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:02.464396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:02.464558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:02.464619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:02.464651] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:02.468085] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-17T20:16:02.468379] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-17T20:16:02.468522] [INFO ] [sig       ] AMP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:02.614291] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMP.txt
[2025-12-17T20:16:02.614489] [INFO ] [sig       ] [168/3576] Completed AMP in 0.3s | 2.90 sym/s | Total: 58.0s | ETA: 19.6m
[2025-12-17T20:16:02.614541] [INFO ] [sig       ] [169/3576] Forecasting AMPG...
[2025-12-17T20:16:02.614595] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-17T20:16:02.614644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-17T20:16:02.627270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-17T20:16:02.627632] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-17T20:16:02.628452] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-17T20:16:02.628507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:02.628539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:02.628565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:02.628651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:02.691996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:02.693002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:02.693086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:02.693120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:02.829782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:02.829934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:02.829981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:02.830016] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:02.833361] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-17T20:16:02.833648] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-17T20:16:02.833775] [INFO ] [sig       ] AMPG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:02.971989] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMPG.txt
[2025-12-17T20:16:02.972128] [INFO ] [sig       ] [169/3576] Completed AMPG in 0.4s | 2.90 sym/s | Total: 58.4s | ETA: 19.6m
[2025-12-17T20:16:02.972168] [INFO ] [sig       ] [170/3576] Forecasting AMPH...
[2025-12-17T20:16:02.972197] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-17T20:16:02.972228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-17T20:16:02.983830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-17T20:16:02.984148] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-17T20:16:02.984971] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-17T20:16:02.985024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:02.985057] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:02.985084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:02.985140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:03.040614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:03.041232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:03.041317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:03.041350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:03.162281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:03.162441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:03.162482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:03.162511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:03.165924] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=29.87%)
[2025-12-17T20:16:03.166213] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-17T20:16:03.166346] [INFO ] [sig       ] AMPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:03.304056] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMPH.txt
[2025-12-17T20:16:03.304216] [INFO ] [sig       ] [170/3576] Completed AMPH in 0.3s | 2.90 sym/s | Total: 58.7s | ETA: 19.6m
[2025-12-17T20:16:03.304257] [INFO ] [sig       ] [171/3576] Forecasting AMPL...
[2025-12-17T20:16:03.304285] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-17T20:16:03.304317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-17T20:16:03.316174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-17T20:16:03.316538] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-17T20:16:03.317349] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-17T20:16:03.317401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:03.317445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:03.317472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:03.317528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:03.372491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:03.373368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:03.373453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:03.373486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:03.489121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:03.489280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:03.489321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:03.489349] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:03.493008] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2025-12-17T20:16:03.493300] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-17T20:16:03.493432] [INFO ] [sig       ] AMPL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:03.660162] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMPL.txt
[2025-12-17T20:16:03.660321] [INFO ] [sig       ] [171/3576] Completed AMPL in 0.4s | 2.90 sym/s | Total: 59.0s | ETA: 19.6m
[2025-12-17T20:16:03.660360] [INFO ] [sig       ] [172/3576] Forecasting AMPX...
[2025-12-17T20:16:03.660389] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-17T20:16:03.660421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-17T20:16:03.675830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-17T20:16:03.676289] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-17T20:16:03.677471] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-17T20:16:03.677541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:03.677612] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:03.677657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:03.677746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:03.746133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:03.747046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:03.747131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:03.747164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:03.864628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:03.864728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:03.864764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:03.864793] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:03.867899] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-12-17T20:16:03.868158] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-17T20:16:03.868281] [INFO ] [sig       ] AMPX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:04.007345] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMPX.txt
[2025-12-17T20:16:04.007455] [INFO ] [sig       ] [172/3576] Completed AMPX in 0.3s | 2.90 sym/s | Total: 59.4s | ETA: 19.6m
[2025-12-17T20:16:04.007492] [INFO ] [sig       ] [173/3576] Forecasting AMRC...
[2025-12-17T20:16:04.007521] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-17T20:16:04.007551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-17T20:16:04.019232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-17T20:16:04.019525] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-17T20:16:04.020403] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-17T20:16:04.020458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:04.020490] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:04.020518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:04.020595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:04.076212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:04.076830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:04.076933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:04.076968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:04.199646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:04.199762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:04.199798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:04.199828] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:04.203033] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-17T20:16:04.203296] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-17T20:16:04.203421] [INFO ] [sig       ] AMRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:04.341640] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMRC.txt
[2025-12-17T20:16:04.341755] [INFO ] [sig       ] [173/3576] Completed AMRC in 0.3s | 2.90 sym/s | Total: 59.7s | ETA: 19.6m
[2025-12-17T20:16:04.341794] [INFO ] [sig       ] [174/3576] Forecasting AMRN...
[2025-12-17T20:16:04.341823] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-17T20:16:04.341855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-17T20:16:04.356038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-17T20:16:04.356345] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-17T20:16:04.357142] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-17T20:16:04.357193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:04.357226] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:04.357253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:04.357309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:04.412542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:04.413163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:04.413240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:04.413272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:04.535904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:04.536058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:04.536096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:04.536124] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:04.539562] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-17T20:16:04.539847] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-17T20:16:04.539981] [INFO ] [sig       ] AMRN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:04.678141] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMRN.txt
[2025-12-17T20:16:04.678251] [INFO ] [sig       ] [174/3576] Completed AMRN in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:04.678295] [INFO ] [sig       ] [175/3576] Forecasting AMRX...
[2025-12-17T20:16:04.678324] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-17T20:16:04.678355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-17T20:16:04.689683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-17T20:16:04.690017] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-17T20:16:04.690843] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-17T20:16:04.690899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:04.690933] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:04.690967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:04.691038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:04.746494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:04.747165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:04.747245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:04.747277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:04.862820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:04.862935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:04.862973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:04.863003] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:04.866130] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=74.34%)
[2025-12-17T20:16:04.866389] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-17T20:16:04.866513] [INFO ] [sig       ] AMRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:05.003193] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMRX.txt
[2025-12-17T20:16:05.003305] [INFO ] [sig       ] [175/3576] Completed AMRX in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:05.003343] [INFO ] [sig       ] [176/3576] Forecasting AMSC...
[2025-12-17T20:16:05.003371] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-17T20:16:05.003402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-17T20:16:05.014525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-17T20:16:05.014852] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-17T20:16:05.015714] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-17T20:16:05.015769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:05.015804] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:05.015835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:05.015894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:05.071208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:05.071811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:05.071889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:05.071921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:05.195688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:05.195830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:05.195871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:05.195902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:05.199289] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-17T20:16:05.199566] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-17T20:16:05.199756] [INFO ] [sig       ] AMSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:05.342627] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMSC.txt
[2025-12-17T20:16:05.342809] [INFO ] [sig       ] [176/3576] Completed AMSC in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:05.342864] [INFO ] [sig       ] [177/3576] Forecasting AMSF...
[2025-12-17T20:16:05.342908] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-17T20:16:05.342953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-17T20:16:05.354288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-17T20:16:05.354614] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-17T20:16:05.355402] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-17T20:16:05.355458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:05.355493] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:05.355523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:05.355608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:05.411776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:05.412447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:05.412529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:05.412565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:05.535450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:05.535622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:05.535666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:05.535695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:05.539025] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2025-12-17T20:16:05.539307] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-17T20:16:05.539431] [INFO ] [sig       ] AMSF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:05.681939] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMSF.txt
[2025-12-17T20:16:05.682099] [INFO ] [sig       ] [177/3576] Completed AMSF in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 19.5m
[2025-12-17T20:16:05.682139] [INFO ] [sig       ] [178/3576] Forecasting AMTB...
[2025-12-17T20:16:05.682170] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-17T20:16:05.682202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-17T20:16:05.889501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-17T20:16:05.889910] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-17T20:16:05.890762] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-17T20:16:05.890816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:05.890851] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:05.890882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:05.890941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:05.948790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:05.949712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:05.949799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:05.949835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:06.069725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:06.069884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:06.069941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:06.069973] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:06.073329] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-17T20:16:06.073659] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-17T20:16:06.073798] [INFO ] [sig       ] AMTB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:06.219038] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMTB.txt
[2025-12-17T20:16:06.219170] [INFO ] [sig       ] [178/3576] Completed AMTB in 0.5s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:06.219208] [INFO ] [sig       ] [179/3576] Forecasting AMTX...
[2025-12-17T20:16:06.219237] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-17T20:16:06.219268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-17T20:16:06.230701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-17T20:16:06.231007] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-17T20:16:06.231843] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-17T20:16:06.231897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:06.231932] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:06.231961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:06.232019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:06.289052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:06.289667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:06.289748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:06.289781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:06.411983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:06.412103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:06.412141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:06.412172] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:06.415429] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-17T20:16:06.415723] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-17T20:16:06.415854] [INFO ] [sig       ] AMTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:06.557699] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMTX.txt
[2025-12-17T20:16:06.557825] [INFO ] [sig       ] [179/3576] Completed AMTX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:06.557863] [INFO ] [sig       ] [180/3576] Forecasting AMWD...
[2025-12-17T20:16:06.557892] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-17T20:16:06.557922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-17T20:16:06.569185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-17T20:16:06.569482] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-17T20:16:06.570315] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-17T20:16:06.570369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:06.570435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:06.570477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:06.570559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:06.625912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:06.626738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:06.626820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:06.626852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:06.743561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:06.743727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:06.743770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:06.743798] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:06.747103] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-17T20:16:06.747369] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-17T20:16:06.747494] [INFO ] [sig       ] AMWD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:06.888665] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMWD.txt
[2025-12-17T20:16:06.888820] [INFO ] [sig       ] [180/3576] Completed AMWD in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:06.888882] [INFO ] [sig       ] [181/3576] Forecasting AMWL...
[2025-12-17T20:16:06.888915] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-17T20:16:06.888947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-17T20:16:06.900247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-17T20:16:06.900649] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-17T20:16:06.901465] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-17T20:16:06.901520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:06.901553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:06.901610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:06.901677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:06.959551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:06.960423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:06.960509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:06.960542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:07.081875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:07.082029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:07.082068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:07.082098] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:07.085711] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-17T20:16:07.085994] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-17T20:16:07.086124] [INFO ] [sig       ] AMWL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:07.227082] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMWL.txt
[2025-12-17T20:16:07.227213] [INFO ] [sig       ] [181/3576] Completed AMWL in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:07.227250] [INFO ] [sig       ] [182/3576] Forecasting AMX...
[2025-12-17T20:16:07.227279] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-17T20:16:07.227310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-17T20:16:07.238883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-17T20:16:07.239253] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-17T20:16:07.240042] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-17T20:16:07.240100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:07.240146] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:07.240176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:07.240232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:07.296397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:07.297266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:07.297348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:07.297380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:07.418285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:07.418443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:07.418483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:07.418511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:07.421874] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-17T20:16:07.422159] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-17T20:16:07.422292] [INFO ] [sig       ] AMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:07.560390] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMX.txt
[2025-12-17T20:16:07.560538] [INFO ] [sig       ] [182/3576] Completed AMX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.6m
[2025-12-17T20:16:07.560595] [INFO ] [sig       ] [183/3576] Forecasting AMZD...
[2025-12-17T20:16:07.560626] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-17T20:16:07.560659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-17T20:16:07.572010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-17T20:16:07.572288] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-17T20:16:07.573070] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-17T20:16:07.573121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:07.573152] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:07.573179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:07.573235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:07.628762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:07.629650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:07.629736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:07.629768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:07.744535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:07.744704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:07.744743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:07.744803] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:07.748135] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2025-12-17T20:16:07.748403] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-17T20:16:07.748530] [INFO ] [sig       ] AMZD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:07.891365] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AMZD.txt
[2025-12-17T20:16:07.891536] [INFO ] [sig       ] [183/3576] Completed AMZD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-17T20:16:07.891595] [INFO ] [sig       ] [184/3576] Forecasting AMZN...
[2025-12-17T20:16:07.891629] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-17T20:16:07.891667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-17T20:16:07.903281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-17T20:16:07.903706] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-17T20:16:07.904496] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-17T20:16:07.904550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:07.904603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:07.904635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:07.904707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:07.960033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:07.960845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:07.960951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:07.960986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:08.082145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:08.082301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:08.082341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:08.082368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:08.085747] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-17T20:16:08.086034] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-17T20:16:08.086165] [INFO ] [sig       ] AMZN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:08.225838] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMZN.txt
[2025-12-17T20:16:08.225973] [INFO ] [sig       ] [184/3576] Completed AMZN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:08.226011] [INFO ] [sig       ] [185/3576] Forecasting AMZZ...
[2025-12-17T20:16:08.226041] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-17T20:16:08.226077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-17T20:16:08.237767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-17T20:16:08.238138] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-17T20:16:08.238951] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-17T20:16:08.239003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:08.239034] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:08.239064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:08.239121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:08.295176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:08.296009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:08.296095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:08.296127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:08.418679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:08.418836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:08.418899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:08.418934] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:08.422372] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-17T20:16:08.422678] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-17T20:16:08.422809] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:08.568881] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AMZZ.txt
[2025-12-17T20:16:08.569045] [INFO ] [sig       ] [185/3576] Completed AMZZ in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:08.569086] [INFO ] [sig       ] [186/3576] Forecasting AN...
[2025-12-17T20:16:08.569123] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-17T20:16:08.569155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-17T20:16:08.580962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-17T20:16:08.581335] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-17T20:16:08.582148] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-17T20:16:08.582200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:08.582231] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:08.582258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:08.582322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:08.641550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:08.642449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:08.642541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:08.642597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:08.766728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:08.766883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:08.766921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:08.766949] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:08.770378] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-17T20:16:08.770666] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-17T20:16:08.770792] [INFO ] [sig       ] AN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:08.918165] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AN.txt
[2025-12-17T20:16:08.918323] [INFO ] [sig       ] [186/3576] Completed AN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:08.918361] [INFO ] [sig       ] [187/3576] Forecasting ANAB...
[2025-12-17T20:16:08.918391] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-17T20:16:08.918422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-17T20:16:08.929244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-17T20:16:08.929527] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-17T20:16:08.930304] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-17T20:16:08.930356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:08.930388] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:08.930414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:08.930470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:08.985642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:08.986474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:08.986559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:08.986612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:09.104706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:09.104859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:09.104898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:09.104926] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:09.108287] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-17T20:16:09.108550] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-17T20:16:09.108693] [INFO ] [sig       ] ANAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:09.248800] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANAB.txt
[2025-12-17T20:16:09.248975] [INFO ] [sig       ] [187/3576] Completed ANAB in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:09.249015] [INFO ] [sig       ] [188/3576] Forecasting ANDE...
[2025-12-17T20:16:09.249045] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-17T20:16:09.249076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-17T20:16:09.260155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-17T20:16:09.260522] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-17T20:16:09.261315] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-17T20:16:09.261368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:09.261399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:09.261425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:09.261480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:09.316653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:09.317403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:09.317482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:09.317515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:09.444375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:09.444548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:09.444613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:09.444644] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:09.448102] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-17T20:16:09.448393] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-17T20:16:09.448528] [INFO ] [sig       ] ANDE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:09.588190] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANDE.txt
[2025-12-17T20:16:09.588319] [INFO ] [sig       ] [188/3576] Completed ANDE in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:09.588357] [INFO ] [sig       ] [189/3576] Forecasting ANF...
[2025-12-17T20:16:09.588387] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-17T20:16:09.588417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-17T20:16:09.600126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-17T20:16:09.600532] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-17T20:16:09.601354] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-17T20:16:09.601408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:09.601439] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:09.601466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:09.601522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:09.658093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:09.658943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:09.659024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:09.659063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:09.776191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:09.776364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:09.776404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:09.776449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:09.779943] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-17T20:16:09.780246] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-17T20:16:09.780378] [INFO ] [sig       ] ANF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:09.919500] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANF.txt
[2025-12-17T20:16:09.919669] [INFO ] [sig       ] [189/3576] Completed ANF in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:09.919708] [INFO ] [sig       ] [190/3576] Forecasting ANGI...
[2025-12-17T20:16:09.919737] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-17T20:16:09.919769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-17T20:16:09.930769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-17T20:16:09.931047] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-17T20:16:09.931815] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-17T20:16:09.931867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:09.931898] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:09.931926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:09.931982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:09.986690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:09.987544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:09.987681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:09.987715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:10.102414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:10.102588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:10.102631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:10.102659] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:10.105953] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-17T20:16:10.106217] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-17T20:16:10.106342] [INFO ] [sig       ] ANGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:10.248990] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANGI.txt
[2025-12-17T20:16:10.249151] [INFO ] [sig       ] [190/3576] Completed ANGI in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:10.249192] [INFO ] [sig       ] [191/3576] Forecasting ANGL...
[2025-12-17T20:16:10.249222] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-17T20:16:10.249254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-17T20:16:10.260604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-17T20:16:10.260970] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-17T20:16:10.261783] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-17T20:16:10.261835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:10.261866] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:10.261893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:10.261948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:10.318886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:10.319664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:10.319750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:10.319817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:10.446606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:10.446765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:10.446806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:10.446836] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:10.450420] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=69.29%)
[2025-12-17T20:16:10.450737] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-17T20:16:10.450874] [INFO ] [sig       ] ANGL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:10.594854] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANGL.txt
[2025-12-17T20:16:10.594978] [INFO ] [sig       ] [191/3576] Completed ANGL in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:10.595016] [INFO ] [sig       ] [192/3576] Forecasting ANGO...
[2025-12-17T20:16:10.595045] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-17T20:16:10.595081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-17T20:16:10.606528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-17T20:16:10.606925] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-17T20:16:10.607756] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-17T20:16:10.607814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:10.607845] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:10.607871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:10.607927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:10.664171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:10.664992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:10.665078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:10.665117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:10.786926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:10.787087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:10.787134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:10.787169] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:10.790624] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2025-12-17T20:16:10.790901] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-17T20:16:10.791031] [INFO ] [sig       ] ANGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:10.930338] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANGO.txt
[2025-12-17T20:16:10.930485] [INFO ] [sig       ] [192/3576] Completed ANGO in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:10.930523] [INFO ] [sig       ] [193/3576] Forecasting ANIK...
[2025-12-17T20:16:10.930553] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-17T20:16:10.930602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-17T20:16:10.941830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-17T20:16:10.942110] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-17T20:16:10.942881] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-17T20:16:10.942932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:10.942964] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:10.942991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:10.943060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:10.998562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:10.999616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:10.999703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:10.999734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:11.118380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:11.118531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:11.118585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:11.118617] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:11.122698] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-17T20:16:11.122962] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-17T20:16:11.123086] [INFO ] [sig       ] ANIK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:11.262940] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANIK.txt
[2025-12-17T20:16:11.263135] [INFO ] [sig       ] [193/3576] Completed ANIK in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:11.263175] [INFO ] [sig       ] [194/3576] Forecasting ANIP...
[2025-12-17T20:16:11.263207] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-17T20:16:11.263237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-17T20:16:11.274056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-17T20:16:11.274419] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-17T20:16:11.275183] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-17T20:16:11.275235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:11.275266] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:11.275293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:11.275348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:11.331698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:11.332528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:11.332632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:11.332669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:11.458551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:11.458740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:11.458780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:11.458809] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:11.462290] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-17T20:16:11.462553] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-17T20:16:11.462694] [INFO ] [sig       ] ANIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:11.602778] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANIP.txt
[2025-12-17T20:16:11.602933] [INFO ] [sig       ] [194/3576] Completed ANIP in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:11.602974] [INFO ] [sig       ] [195/3576] Forecasting ANIX...
[2025-12-17T20:16:11.603006] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-17T20:16:11.603048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-17T20:16:11.614564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-17T20:16:11.614963] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-17T20:16:11.615808] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-17T20:16:11.615860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:11.615893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:11.615921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:11.615976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:11.671929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:11.672781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:11.672875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:11.672910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:11.790719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:11.790876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:11.790918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:11.790946] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:11.794331] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-17T20:16:11.794624] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-17T20:16:11.794754] [INFO ] [sig       ] ANIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:11.935415] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANIX.txt
[2025-12-17T20:16:11.935559] [INFO ] [sig       ] [195/3576] Completed ANIX in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:11.935617] [INFO ] [sig       ] [196/3576] Forecasting ANNX...
[2025-12-17T20:16:11.935649] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-17T20:16:11.935680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-17T20:16:11.946896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-17T20:16:11.947167] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-17T20:16:11.948127] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-17T20:16:11.948178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:11.948209] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:11.948235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:11.948290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:12.008674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:12.009601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:12.009683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:12.009715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:12.128647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:12.128808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:12.128847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:12.128903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:12.132260] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-17T20:16:12.132543] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-17T20:16:12.132694] [INFO ] [sig       ] ANNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:12.343595] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ANNX.txt
[2025-12-17T20:16:12.343831] [INFO ] [sig       ] [196/3576] Completed ANNX in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:12.343902] [INFO ] [sig       ] [197/3576] Forecasting ANTX...
[2025-12-17T20:16:12.343952] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-17T20:16:12.344018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-17T20:16:12.359979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-17T20:16:12.360505] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-17T20:16:12.361753] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-17T20:16:12.361832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:12.361927] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:12.361972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:12.362048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:12.438596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:12.439869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:12.440007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:12.440064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:12.607921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:12.608125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:12.608177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:12.608213] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:12.613566] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-17T20:16:12.614142] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-17T20:16:12.614363] [INFO ] [sig       ] ANTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:12.832969] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANTX.txt
[2025-12-17T20:16:12.833186] [INFO ] [sig       ] [197/3576] Completed ANTX in 0.5s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:12.833248] [INFO ] [sig       ] [198/3576] Forecasting ANVS...
[2025-12-17T20:16:12.833285] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-17T20:16:12.833317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-17T20:16:12.854067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-17T20:16:12.854589] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-17T20:16:12.855604] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-17T20:16:12.855668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:12.855706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:12.855738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:12.855810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:12.936122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:12.937206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:12.937312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:12.937347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:13.069960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:13.070138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:13.070182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:13.070211] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:13.073896] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-17T20:16:13.074272] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-17T20:16:13.074428] [INFO ] [sig       ] ANVS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:13.225071] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ANVS.txt
[2025-12-17T20:16:13.225236] [INFO ] [sig       ] [198/3576] Completed ANVS in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:13.225277] [INFO ] [sig       ] [199/3576] Forecasting AOD...
[2025-12-17T20:16:13.225307] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-17T20:16:13.225338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-17T20:16:13.237100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-17T20:16:13.237491] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-17T20:16:13.238304] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-17T20:16:13.238357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:13.238391] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:13.238418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:13.238476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:13.295101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:13.296063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:13.296150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:13.296184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:13.418141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:13.418295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:13.418336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:13.418364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:13.421843] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-17T20:16:13.422120] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-17T20:16:13.422246] [INFO ] [sig       ] AOD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:13.562665] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AOD.txt
[2025-12-17T20:16:13.562786] [INFO ] [sig       ] [199/3576] Completed AOD in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.5m
[2025-12-17T20:16:13.562825] [INFO ] [sig       ] [200/3576] Forecasting AOHY...
[2025-12-17T20:16:13.562854] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-17T20:16:13.562885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-17T20:16:13.574088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-17T20:16:13.574390] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-17T20:16:13.575163] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-17T20:16:13.575215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:13.575245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:13.575270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:13.575324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:13.631161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:13.631798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:13.631876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:13.631908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:13.745772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:13.745927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:13.745966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:13.746026] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:13.749485] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-17T20:16:13.749796] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-17T20:16:13.749931] [INFO ] [sig       ] AOHY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:13.888796] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AOHY.txt
[2025-12-17T20:16:13.888971] [INFO ] [sig       ] [200/3576] Completed AOHY in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:13.889012] [INFO ] [sig       ] [201/3576] Forecasting AON...
[2025-12-17T20:16:13.889042] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-17T20:16:13.889072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-17T20:16:13.903460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-17T20:16:13.903910] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-17T20:16:13.904948] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-17T20:16:13.905018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:13.905062] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:13.905100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:13.905181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:13.968774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:13.969705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:13.969792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:13.969825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:14.092778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:14.092925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:14.092964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:14.092992] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:14.096301] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-17T20:16:14.096567] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-17T20:16:14.096712] [INFO ] [sig       ] AON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:14.245342] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AON.txt
[2025-12-17T20:16:14.245488] [INFO ] [sig       ] [201/3576] Completed AON in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:14.245526] [INFO ] [sig       ] [202/3576] Forecasting AOS...
[2025-12-17T20:16:14.245557] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-17T20:16:14.245608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-17T20:16:14.257314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-17T20:16:14.257672] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-17T20:16:14.258478] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-17T20:16:14.258531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:14.258565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:14.258626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:14.258687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:14.317661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:14.318528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:14.318631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:14.318667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:14.441733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:14.441907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:14.441949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:14.441979] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:14.445656] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-17T20:16:14.445939] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-17T20:16:14.446075] [INFO ] [sig       ] AOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:14.589444] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AOS.txt
[2025-12-17T20:16:14.589601] [INFO ] [sig       ] [202/3576] Completed AOS in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:14.589644] [INFO ] [sig       ] [203/3576] Forecasting AOSL...
[2025-12-17T20:16:14.589679] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-17T20:16:14.589718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-17T20:16:14.601752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-17T20:16:14.602110] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-17T20:16:14.602953] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-17T20:16:14.603006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:14.603039] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:14.603065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:14.603122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:14.664140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:14.665141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:14.665243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:14.665288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:14.792550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:14.792743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:14.792791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:14.792822] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:14.796428] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=69.48%)
[2025-12-17T20:16:14.796731] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-17T20:16:14.796860] [INFO ] [sig       ] AOSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:14.941061] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AOSL.txt
[2025-12-17T20:16:14.941233] [INFO ] [sig       ] [203/3576] Completed AOSL in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:14.941285] [INFO ] [sig       ] [204/3576] Forecasting AP...
[2025-12-17T20:16:14.941317] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-17T20:16:14.941348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-17T20:16:14.953609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-17T20:16:14.954009] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-17T20:16:14.954858] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-17T20:16:14.954912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:14.954945] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:14.954971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:14.955026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:15.015690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:15.016612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:15.016702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:15.016735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:15.146636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:15.146806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:15.146856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:15.146887] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:15.150676] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-17T20:16:15.151061] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-17T20:16:15.151245] [INFO ] [sig       ] AP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:15.291377] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AP.txt
[2025-12-17T20:16:15.291565] [INFO ] [sig       ] [204/3576] Completed AP in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:15.291627] [INFO ] [sig       ] [205/3576] Forecasting APA...
[2025-12-17T20:16:15.291658] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-17T20:16:15.291687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-17T20:16:15.303654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-17T20:16:15.304042] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-17T20:16:15.304880] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-17T20:16:15.304934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:15.304969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:15.304996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:15.305060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:15.360477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:15.361292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:15.361396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:15.361431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:15.494233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:15.494405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:15.494463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:15.494495] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:15.498020] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=38.08%)
[2025-12-17T20:16:15.498301] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-17T20:16:15.498433] [INFO ] [sig       ] APA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:15.649696] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APA.txt
[2025-12-17T20:16:15.649862] [INFO ] [sig       ] [205/3576] Completed APA in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:15.649908] [INFO ] [sig       ] [206/3576] Forecasting APAM...
[2025-12-17T20:16:15.649941] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-17T20:16:15.649974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-17T20:16:15.663084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-17T20:16:15.663479] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-17T20:16:15.664433] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-17T20:16:15.664489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:15.664549] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:15.664593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:15.664654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:15.726385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:15.727306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:15.727409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:15.727449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:15.854550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:15.854722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:15.854766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:15.854796] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:15.858267] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-17T20:16:15.858554] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-17T20:16:15.858706] [INFO ] [sig       ] APAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:16.006676] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APAM.txt
[2025-12-17T20:16:16.006852] [INFO ] [sig       ] [206/3576] Completed APAM in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:16.006917] [INFO ] [sig       ] [207/3576] Forecasting APD...
[2025-12-17T20:16:16.006969] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-17T20:16:16.007003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-17T20:16:16.019053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-17T20:16:16.019447] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-17T20:16:16.020309] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-17T20:16:16.020362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:16.020395] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:16.020422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:16.020478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:16.081261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:16.082177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:16.082288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:16.082322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:16.203559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:16.203714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:16.203753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:16.203781] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:16.207014] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-17T20:16:16.207285] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-17T20:16:16.207409] [INFO ] [sig       ] APD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:16.343473] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APD.txt
[2025-12-17T20:16:16.343618] [INFO ] [sig       ] [207/3576] Completed APD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-17T20:16:16.343658] [INFO ] [sig       ] [208/3576] Forecasting APEI...
[2025-12-17T20:16:16.343688] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-17T20:16:16.343719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-17T20:16:16.354688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-17T20:16:16.354956] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-17T20:16:16.355722] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-17T20:16:16.355773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:16.355804] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:16.355829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:16.355884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:16.411892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:16.412452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:16.412529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:16.412560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:16.525127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:16.525231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:16.525267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:16.525295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:16.528374] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-17T20:16:16.528650] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-17T20:16:16.528771] [INFO ] [sig       ] APEI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:16.664904] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APEI.txt
[2025-12-17T20:16:16.665027] [INFO ] [sig       ] [208/3576] Completed APEI in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:16.665065] [INFO ] [sig       ] [209/3576] Forecasting APG...
[2025-12-17T20:16:16.665094] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-17T20:16:16.665125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-17T20:16:16.676418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-17T20:16:16.676703] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-17T20:16:16.677445] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-17T20:16:16.677495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:16.677526] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:16.677552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:16.677628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:16.732782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:16.733346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:16.733423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:16.733455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:16.850137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:16.850246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:16.850282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:16.850309] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:16.853420] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-17T20:16:16.853697] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-17T20:16:16.853821] [INFO ] [sig       ] APG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:16.993975] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APG.txt
[2025-12-17T20:16:16.994119] [INFO ] [sig       ] [209/3576] Completed APG in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:16.994173] [INFO ] [sig       ] [210/3576] Forecasting APGE...
[2025-12-17T20:16:16.994205] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-17T20:16:16.994243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-17T20:16:17.006287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-17T20:16:17.006567] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-17T20:16:17.007553] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-17T20:16:17.007620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:17.007652] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:17.007677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:17.007733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:17.062500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:17.063277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:17.063376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:17.063411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:17.183697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:17.183821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:17.183858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:17.183886] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:17.187096] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-17T20:16:17.187364] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-17T20:16:17.187487] [INFO ] [sig       ] APGE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:17.324492] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APGE.txt
[2025-12-17T20:16:17.324703] [INFO ] [sig       ] [210/3576] Completed APGE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:17.324743] [INFO ] [sig       ] [211/3576] Forecasting APH...
[2025-12-17T20:16:17.324773] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-17T20:16:17.324805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-17T20:16:17.336341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-17T20:16:17.336699] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-17T20:16:17.337455] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-17T20:16:17.337506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:17.337538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:17.337565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:17.337643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:17.393792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:17.394731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:17.394819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:17.394853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:17.516736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:17.516901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:17.516941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:17.516969] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:17.520495] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-17T20:16:17.520814] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-17T20:16:17.520965] [INFO ] [sig       ] APH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:17.661030] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APH.txt
[2025-12-17T20:16:17.661180] [INFO ] [sig       ] [211/3576] Completed APH in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:17.661220] [INFO ] [sig       ] [212/3576] Forecasting API...
[2025-12-17T20:16:17.661250] [INFO ] [sig       ] Generating forecast for: API
[2025-12-17T20:16:17.661281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-17T20:16:17.673213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-17T20:16:17.673651] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-17T20:16:17.674515] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-17T20:16:17.674596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:17.674636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:17.674666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:17.674724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:17.729837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:17.730621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:17.730706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:17.730741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:17.850481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:17.850649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:17.850692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:17.850721] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:17.854165] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2025-12-17T20:16:17.854443] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-17T20:16:17.854590] [INFO ] [sig       ] API: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:17.990620] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/API.txt
[2025-12-17T20:16:17.990758] [INFO ] [sig       ] [212/3576] Completed API in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:17.990797] [INFO ] [sig       ] [213/3576] Forecasting APLD...
[2025-12-17T20:16:17.990827] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-17T20:16:17.990857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-17T20:16:18.002621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-17T20:16:18.002987] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-17T20:16:18.003843] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-17T20:16:18.003897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:18.003930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:18.003957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:18.004014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:18.058631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:18.059469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:18.059558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:18.059611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:18.177260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:18.177416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:18.177456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:18.177501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:18.180868] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-17T20:16:18.181142] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-17T20:16:18.181271] [INFO ] [sig       ] APLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:18.318400] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APLD.txt
[2025-12-17T20:16:18.318557] [INFO ] [sig       ] [213/3576] Completed APLD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:18.318621] [INFO ] [sig       ] [214/3576] Forecasting APLE...
[2025-12-17T20:16:18.318653] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-17T20:16:18.318685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-17T20:16:18.331446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-17T20:16:18.331883] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-17T20:16:18.332782] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-17T20:16:18.332838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:18.332901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:18.332931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:18.332998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:18.389939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:18.390848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:18.390937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:18.390970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:18.522640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:18.522799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:18.522841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:18.522872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:18.526818] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-17T20:16:18.527099] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-17T20:16:18.527233] [INFO ] [sig       ] APLE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:18.689069] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APLE.txt
[2025-12-17T20:16:18.689222] [INFO ] [sig       ] [214/3576] Completed APLE in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:18.689268] [INFO ] [sig       ] [215/3576] Forecasting APLS...
[2025-12-17T20:16:18.689304] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-17T20:16:18.689344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-17T20:16:18.702947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-17T20:16:18.703317] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-17T20:16:18.704193] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-17T20:16:18.704247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:18.704285] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:18.704317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:18.704399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:18.767210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:18.768152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:18.768257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:18.768293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:18.909122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:18.909286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:18.909333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:18.909366] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:18.913699] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-17T20:16:18.913997] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-17T20:16:18.914175] [INFO ] [sig       ] APLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:19.072621] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APLS.txt
[2025-12-17T20:16:19.072978] [INFO ] [sig       ] [215/3576] Completed APLS in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:19.073019] [INFO ] [sig       ] [216/3576] Forecasting APM...
[2025-12-17T20:16:19.073049] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-17T20:16:19.073078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-17T20:16:19.085658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-17T20:16:19.086022] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-17T20:16:19.086856] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-17T20:16:19.086911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:19.086954] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:19.086984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:19.087042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:19.153204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:19.154319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:19.154443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:19.154480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:19.272208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:19.272363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:19.272403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:19.272431] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:19.276146] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-17T20:16:19.276413] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-17T20:16:19.276537] [INFO ] [sig       ] APM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:19.416848] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APM.txt
[2025-12-17T20:16:19.416987] [INFO ] [sig       ] [216/3576] Completed APM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.4m
[2025-12-17T20:16:19.417024] [INFO ] [sig       ] [217/3576] Forecasting APO...
[2025-12-17T20:16:19.417054] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-17T20:16:19.417086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-17T20:16:19.428990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-17T20:16:19.429380] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-17T20:16:19.430351] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-17T20:16:19.430407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:19.430439] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:19.430477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:19.430700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:19.493958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:19.494845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:19.494937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:19.494971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:19.631976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:19.632134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:19.632174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:19.632239] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:19.636095] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-17T20:16:19.636456] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-17T20:16:19.636616] [INFO ] [sig       ] APO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:19.783160] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APO.txt
[2025-12-17T20:16:19.783295] [INFO ] [sig       ] [217/3576] Completed APO in 0.4s | 2.89 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-17T20:16:19.783334] [INFO ] [sig       ] [218/3576] Forecasting APOG...
[2025-12-17T20:16:19.783363] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-17T20:16:19.783394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-17T20:16:19.794729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-17T20:16:19.795055] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-17T20:16:19.795890] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-17T20:16:19.795943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:19.795973] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:19.796000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:19.796055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:19.852845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:19.853520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:19.853633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:19.853669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:19.971788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:19.971934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:19.971973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:19.972001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:19.975315] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-17T20:16:19.975600] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-17T20:16:19.975730] [INFO ] [sig       ] APOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:20.113265] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APOG.txt
[2025-12-17T20:16:20.113385] [INFO ] [sig       ] [218/3576] Completed APOG in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-17T20:16:20.113422] [INFO ] [sig       ] [219/3576] Forecasting APP...
[2025-12-17T20:16:20.113454] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-17T20:16:20.113484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-17T20:16:20.125072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-17T20:16:20.125377] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-17T20:16:20.126231] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-17T20:16:20.126286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:20.126320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:20.126348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:20.126406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:20.181203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:20.181831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:20.181909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:20.181940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:20.299452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:20.299601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:20.299641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:20.299671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:20.302890] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-12-17T20:16:20.303160] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-17T20:16:20.303284] [INFO ] [sig       ] APP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:20.439546] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APP.txt
[2025-12-17T20:16:20.439683] [INFO ] [sig       ] [219/3576] Completed APP in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-17T20:16:20.439721] [INFO ] [sig       ] [220/3576] Forecasting APPF...
[2025-12-17T20:16:20.439750] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-17T20:16:20.439780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-17T20:16:20.451236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-17T20:16:20.451554] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-17T20:16:20.452329] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-17T20:16:20.452380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:20.452410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:20.452436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:20.452490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:20.508434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:20.509089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:20.509167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:20.509199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:20.628389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:20.628543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:20.628600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:20.628631] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:20.631993] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-17T20:16:20.632307] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-17T20:16:20.632448] [INFO ] [sig       ] APPF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:20.772100] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APPF.txt
[2025-12-17T20:16:20.772227] [INFO ] [sig       ] [220/3576] Completed APPF in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-17T20:16:20.772265] [INFO ] [sig       ] [221/3576] Forecasting APPN...
[2025-12-17T20:16:20.772296] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-17T20:16:20.772331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-17T20:16:20.784054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-17T20:16:20.784381] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-17T20:16:20.785205] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-17T20:16:20.785259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:20.785293] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:20.785323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:20.785383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:20.844079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:20.844732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:20.844810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:20.844841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:20.968946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:20.969122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:20.969171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:20.969201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:20.972732] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2025-12-17T20:16:20.973016] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-17T20:16:20.973148] [INFO ] [sig       ] APPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:21.109174] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APPN.txt
[2025-12-17T20:16:21.109300] [INFO ] [sig       ] [221/3576] Completed APPN in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-17T20:16:21.109345] [INFO ] [sig       ] [222/3576] Forecasting APPS...
[2025-12-17T20:16:21.109375] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-17T20:16:21.109406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-17T20:16:21.120751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-17T20:16:21.121056] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-17T20:16:21.121848] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-17T20:16:21.121900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:21.121931] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:21.121957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:21.122029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:21.177383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:21.178022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:21.178101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:21.178133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:21.299031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:21.299167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:21.299206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:21.299234] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:21.302860] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-17T20:16:21.303123] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-17T20:16:21.303248] [INFO ] [sig       ] APPS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:21.439612] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APPS.txt
[2025-12-17T20:16:21.439735] [INFO ] [sig       ] [222/3576] Completed APPS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:21.439782] [INFO ] [sig       ] [223/3576] Forecasting APVO...
[2025-12-17T20:16:21.439813] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-17T20:16:21.439844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-17T20:16:21.450878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-17T20:16:21.451234] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-17T20:16:21.452032] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-17T20:16:21.452085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:21.452117] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:21.452143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:21.452199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:21.507365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:21.508194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:21.508277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:21.508309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:21.620397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:21.620549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:21.620606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:21.620636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:21.623914] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-17T20:16:21.624177] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-17T20:16:21.624298] [INFO ] [sig       ] APVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:21.766214] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/APVO.txt
[2025-12-17T20:16:21.766366] [INFO ] [sig       ] [223/3576] Completed APVO in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:21.766405] [INFO ] [sig       ] [224/3576] Forecasting APYX...
[2025-12-17T20:16:21.766435] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-17T20:16:21.766466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-17T20:16:21.779344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-17T20:16:21.779683] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-17T20:16:21.780427] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-17T20:16:21.780478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:21.780509] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:21.780536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:21.780614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:21.836477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:21.837090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:21.837193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:21.837226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:21.946358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:21.946502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:21.946542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:21.946587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:21.949865] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-17T20:16:21.950128] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-17T20:16:21.950248] [INFO ] [sig       ] APYX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:22.086901] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/APYX.txt
[2025-12-17T20:16:22.087024] [INFO ] [sig       ] [224/3576] Completed APYX in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:22.087062] [INFO ] [sig       ] [225/3576] Forecasting AQMS...
[2025-12-17T20:16:22.087092] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-17T20:16:22.087122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-17T20:16:22.098141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-17T20:16:22.098447] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-17T20:16:22.099235] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-17T20:16:22.099286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:22.099318] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:22.099344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:22.099400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:22.154243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:22.154982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:22.155062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:22.155095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:22.265507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:22.265674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:22.265715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:22.265744] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:22.269030] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-17T20:16:22.269293] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-17T20:16:22.269414] [INFO ] [sig       ] AQMS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:22.408702] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AQMS.txt
[2025-12-17T20:16:22.408933] [INFO ] [sig       ] [225/3576] Completed AQMS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:22.408998] [INFO ] [sig       ] [226/3576] Forecasting AQN...
[2025-12-17T20:16:22.409032] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-17T20:16:22.409065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-17T20:16:22.420146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-17T20:16:22.420446] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-17T20:16:22.421212] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-17T20:16:22.421263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:22.421294] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:22.421319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:22.421378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:22.476513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:22.477315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:22.477399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:22.477433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:22.593668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:22.593814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:22.593854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:22.593882] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:22.597169] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-17T20:16:22.597460] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-17T20:16:22.597611] [INFO ] [sig       ] AQN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:22.733960] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AQN.txt
[2025-12-17T20:16:22.734084] [INFO ] [sig       ] [226/3576] Completed AQN in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:22.734120] [INFO ] [sig       ] [227/3576] Forecasting AQNB...
[2025-12-17T20:16:22.734149] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-17T20:16:22.734180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-17T20:16:22.748302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-17T20:16:22.748783] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-17T20:16:22.749896] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-17T20:16:22.749960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:22.750003] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:22.750042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:22.750129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:22.818906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:22.819805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:22.819892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:22.819926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:22.926625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:22.926781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:22.926823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:22.926853] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:22.930212] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-17T20:16:22.930514] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-17T20:16:22.930667] [INFO ] [sig       ] AQNB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:23.066220] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AQNB.txt
[2025-12-17T20:16:23.066398] [INFO ] [sig       ] [227/3576] Completed AQNB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:23.066468] [INFO ] [sig       ] [228/3576] Forecasting ARBB...
[2025-12-17T20:16:23.066510] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-17T20:16:23.066553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-17T20:16:23.077873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-17T20:16:23.078223] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-17T20:16:23.079058] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-17T20:16:23.079110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:23.079142] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:23.079176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:23.079232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:23.133717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:23.134385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:23.134463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:23.134495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:23.247994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:23.248147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:23.248187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:23.248215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:23.251555] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-17T20:16:23.251842] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-17T20:16:23.251969] [INFO ] [sig       ] ARBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:23.389172] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARBB.txt
[2025-12-17T20:16:23.389312] [INFO ] [sig       ] [228/3576] Completed ARBB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:23.389351] [INFO ] [sig       ] [229/3576] Forecasting ARBE...
[2025-12-17T20:16:23.389380] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-17T20:16:23.389412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-17T20:16:23.400760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-17T20:16:23.401083] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-17T20:16:23.401934] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-17T20:16:23.401988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:23.402021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:23.402048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:23.402104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:23.460544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:23.461377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:23.461467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:23.461502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:23.586669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:23.586821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:23.586861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:23.586889] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:23.590279] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2025-12-17T20:16:23.590594] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-17T20:16:23.590721] [INFO ] [sig       ] ARBE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:23.732111] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARBE.txt
[2025-12-17T20:16:23.732265] [INFO ] [sig       ] [229/3576] Completed ARBE in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:23.732305] [INFO ] [sig       ] [230/3576] Forecasting ARCB...
[2025-12-17T20:16:23.732335] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-17T20:16:23.732366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-17T20:16:23.743674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-17T20:16:23.743971] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-17T20:16:23.744789] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-17T20:16:23.744852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:23.744885] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:23.744911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:23.744966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:23.802513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:23.803296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:23.803380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:23.803414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:23.934974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:23.935128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:23.935170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:23.935201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:23.938701] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-17T20:16:23.939017] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-17T20:16:23.939149] [INFO ] [sig       ] ARCB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:24.082057] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARCB.txt
[2025-12-17T20:16:24.082180] [INFO ] [sig       ] [230/3576] Completed ARCB in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:24.082217] [INFO ] [sig       ] [231/3576] Forecasting ARCC...
[2025-12-17T20:16:24.082246] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-17T20:16:24.082277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-17T20:16:24.095010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-17T20:16:24.095290] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-17T20:16:24.096056] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-17T20:16:24.096108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:24.096165] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:24.096193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:24.096249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:24.154339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:24.154977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:24.155056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:24.155088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:24.276889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:24.277026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:24.277064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:24.277093] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:24.280812] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-17T20:16:24.281083] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-17T20:16:24.281208] [INFO ] [sig       ] ARCC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:24.424345] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARCC.txt
[2025-12-17T20:16:24.424485] [INFO ] [sig       ] [231/3576] Completed ARCC in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:24.424530] [INFO ] [sig       ] [232/3576] Forecasting ARCO...
[2025-12-17T20:16:24.424565] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-17T20:16:24.424624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-17T20:16:24.437217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-17T20:16:24.437501] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-17T20:16:24.438307] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-17T20:16:24.438360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:24.438392] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:24.438418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:24.438480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:24.494800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:24.495529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:24.495631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:24.495665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:24.616746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:24.616930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:24.616987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:24.617018] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:24.620775] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-17T20:16:24.621061] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-17T20:16:24.621192] [INFO ] [sig       ] ARCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:24.765443] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARCO.txt
[2025-12-17T20:16:24.765598] [INFO ] [sig       ] [232/3576] Completed ARCO in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-17T20:16:24.765639] [INFO ] [sig       ] [233/3576] Forecasting ARDC...
[2025-12-17T20:16:24.765668] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-17T20:16:24.765698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-17T20:16:24.778674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-17T20:16:24.779075] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-17T20:16:24.779925] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-17T20:16:24.779979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:24.780013] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:24.780042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:24.780122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:24.838879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:24.839850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:24.839937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:24.839969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:24.960964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:24.961119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:24.961159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:24.961187] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:24.964667] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-17T20:16:24.964939] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-17T20:16:24.965068] [INFO ] [sig       ] ARDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:25.108921] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARDC.txt
[2025-12-17T20:16:25.109063] [INFO ] [sig       ] [233/3576] Completed ARDC in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-17T20:16:25.109103] [INFO ] [sig       ] [234/3576] Forecasting ARDX...
[2025-12-17T20:16:25.109132] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-17T20:16:25.109163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-17T20:16:25.120411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-17T20:16:25.120792] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-17T20:16:25.121615] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-17T20:16:25.121864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:25.121908] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:25.121938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:25.122009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:25.179705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:25.180687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:25.180774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:25.180807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:25.307034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:25.307191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:25.307232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:25.307295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:25.311146] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-17T20:16:25.311423] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-17T20:16:25.311553] [INFO ] [sig       ] ARDX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:25.457332] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARDX.txt
[2025-12-17T20:16:25.457461] [INFO ] [sig       ] [234/3576] Completed ARDX in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.2m
[2025-12-17T20:16:25.457498] [INFO ] [sig       ] [235/3576] Forecasting ARE...
[2025-12-17T20:16:25.457528] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-17T20:16:25.457558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-17T20:16:25.469063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-17T20:16:25.469347] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-17T20:16:25.470127] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-17T20:16:25.470179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:25.470211] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:25.470237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:25.470292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:25.527738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:25.528481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:25.528564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:25.528616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:25.655149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:25.655292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:25.655335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:25.655363] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:25.658745] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-17T20:16:25.659073] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-17T20:16:25.659201] [INFO ] [sig       ] ARE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:25.801662] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARE.txt
[2025-12-17T20:16:25.801808] [INFO ] [sig       ] [235/3576] Completed ARE in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:25.801847] [INFO ] [sig       ] [236/3576] Forecasting AREC...
[2025-12-17T20:16:25.801877] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-17T20:16:25.801908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-17T20:16:25.813136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-17T20:16:25.813437] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-17T20:16:25.814229] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-17T20:16:25.814281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:25.814311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:25.814338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:25.814394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:25.872546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:25.873252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:25.873335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:25.873367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:25.993609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:25.993746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:25.993784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:25.993814] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:25.997039] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-17T20:16:25.997299] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-17T20:16:25.997420] [INFO ] [sig       ] AREC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:26.143504] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AREC.txt
[2025-12-17T20:16:26.143686] [INFO ] [sig       ] [236/3576] Completed AREC in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:26.143738] [INFO ] [sig       ] [237/3576] Forecasting ARES...
[2025-12-17T20:16:26.143769] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-17T20:16:26.143801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-17T20:16:26.155443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-17T20:16:26.155952] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-17T20:16:26.156729] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-17T20:16:26.156780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:26.156812] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:26.156838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:26.156894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:26.214445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:26.215080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:26.215181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:26.215228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:26.343369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:26.343519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:26.343793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:26.343839] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:26.347228] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-17T20:16:26.347517] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-17T20:16:26.347676] [INFO ] [sig       ] ARES: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:26.490849] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARES.txt
[2025-12-17T20:16:26.490969] [INFO ] [sig       ] [237/3576] Completed ARES in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:26.491007] [INFO ] [sig       ] [238/3576] Forecasting ARGX...
[2025-12-17T20:16:26.491036] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-17T20:16:26.491066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-17T20:16:26.502927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-17T20:16:26.503254] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-17T20:16:26.504301] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-17T20:16:26.504356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:26.504388] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:26.504414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:26.504470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:26.564735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:26.565409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:26.565493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:26.565527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:26.692919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:26.693071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:26.693113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:26.693140] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:26.696760] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-17T20:16:26.697025] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-17T20:16:26.697150] [INFO ] [sig       ] ARGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:26.842633] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARGX.txt
[2025-12-17T20:16:26.842960] [INFO ] [sig       ] [238/3576] Completed ARGX in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:26.842998] [INFO ] [sig       ] [239/3576] Forecasting ARHS...
[2025-12-17T20:16:26.843028] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-17T20:16:26.843058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-17T20:16:26.854516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-17T20:16:26.854833] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-17T20:16:26.855792] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-17T20:16:26.855843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:26.855875] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:26.855902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:26.855957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:26.913791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:26.914423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:26.914503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:26.914534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:27.040492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:27.040667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:27.040708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:27.040736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:27.044026] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-17T20:16:27.044289] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-17T20:16:27.044411] [INFO ] [sig       ] ARHS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:27.185310] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARHS.txt
[2025-12-17T20:16:27.185431] [INFO ] [sig       ] [239/3576] Completed ARHS in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:27.185468] [INFO ] [sig       ] [240/3576] Forecasting ARI...
[2025-12-17T20:16:27.185497] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-17T20:16:27.185528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-17T20:16:27.196846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-17T20:16:27.197141] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-17T20:16:27.197976] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-17T20:16:27.198029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:27.198060] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:27.198086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:27.198142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:27.255971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:27.256595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:27.256674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:27.256705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:27.377786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:27.377926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:27.377965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:27.377994] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:27.381343] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-17T20:16:27.381628] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-17T20:16:27.381755] [INFO ] [sig       ] ARI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:27.525410] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARI.txt
[2025-12-17T20:16:27.525527] [INFO ] [sig       ] [240/3576] Completed ARI in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:27.525565] [INFO ] [sig       ] [241/3576] Forecasting ARKO...
[2025-12-17T20:16:27.525612] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-17T20:16:27.525642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-17T20:16:27.538419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-17T20:16:27.538752] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-17T20:16:27.539536] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-17T20:16:27.539613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:27.539668] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:27.539875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:27.539931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:27.602142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:27.602912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:27.603027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:27.603063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:27.724236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:27.724385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:27.724425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:27.724453] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:27.727838] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-17T20:16:27.728103] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-17T20:16:27.728233] [INFO ] [sig       ] ARKO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:27.870206] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARKO.txt
[2025-12-17T20:16:27.870328] [INFO ] [sig       ] [241/3576] Completed ARKO in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:27.870365] [INFO ] [sig       ] [242/3576] Forecasting ARLO...
[2025-12-17T20:16:27.870395] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-17T20:16:27.870425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-17T20:16:27.883451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-17T20:16:27.883951] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-17T20:16:27.884911] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-17T20:16:27.884962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:27.884992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:27.885018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:27.885073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:27.943782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:27.944396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:27.944475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:27.944507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:28.076376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:28.076533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:28.076595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:28.076633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:28.080473] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2025-12-17T20:16:28.080794] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-17T20:16:28.080936] [INFO ] [sig       ] ARLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:28.238143] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARLO.txt
[2025-12-17T20:16:28.238281] [INFO ] [sig       ] [242/3576] Completed ARLO in 0.4s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:28.238322] [INFO ] [sig       ] [243/3576] Forecasting ARLP...
[2025-12-17T20:16:28.238363] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-17T20:16:28.238403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-17T20:16:28.250456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-17T20:16:28.250837] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-17T20:16:28.251734] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-17T20:16:28.251790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:28.251825] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:28.251864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:28.251926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:28.315647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:28.316541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:28.316650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:28.316696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:28.434970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:28.435112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:28.435150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:28.435178] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:28.438430] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-17T20:16:28.438711] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-17T20:16:28.438833] [INFO ] [sig       ] ARLP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:28.581427] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARLP.txt
[2025-12-17T20:16:28.581553] [INFO ] [sig       ] [243/3576] Completed ARLP in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:28.581619] [INFO ] [sig       ] [244/3576] Forecasting ARM...
[2025-12-17T20:16:28.581649] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-17T20:16:28.581680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-17T20:16:28.593842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-17T20:16:28.594182] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-17T20:16:28.594994] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-17T20:16:28.595046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:28.595078] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:28.595105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:28.595160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:28.652705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:28.653613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:28.653700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:28.653732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:28.782362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:28.782520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:28.782591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:28.782632] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:28.786023] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-17T20:16:28.786291] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-17T20:16:28.786418] [INFO ] [sig       ] ARM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:28.927211] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARM.txt
[2025-12-17T20:16:28.927373] [INFO ] [sig       ] [244/3576] Completed ARM in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:28.927413] [INFO ] [sig       ] [245/3576] Forecasting ARMK...
[2025-12-17T20:16:28.927449] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-17T20:16:28.927480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-17T20:16:28.938493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-17T20:16:28.938881] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-17T20:16:28.939672] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-17T20:16:28.939724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:28.939755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:28.939781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:28.939836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:28.994100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:28.994813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:28.994894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:28.994926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:29.121292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:29.121545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:29.121603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:29.121633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:29.125185] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2025-12-17T20:16:29.125462] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-17T20:16:29.125612] [INFO ] [sig       ] ARMK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:29.262170] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARMK.txt
[2025-12-17T20:16:29.262310] [INFO ] [sig       ] [245/3576] Completed ARMK in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:29.262348] [INFO ] [sig       ] [246/3576] Forecasting AROC...
[2025-12-17T20:16:29.262376] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-17T20:16:29.262408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-17T20:16:29.274121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-17T20:16:29.274500] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-17T20:16:29.275342] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-17T20:16:29.275411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:29.275461] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:29.275495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:29.275592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:29.334789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:29.335665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:29.335751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:29.335785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:29.454154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:29.454316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:29.454357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:29.454386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:29.457811] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=83.77%)
[2025-12-17T20:16:29.458083] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-17T20:16:29.458212] [INFO ] [sig       ] AROC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:29.594785] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AROC.txt
[2025-12-17T20:16:29.594921] [INFO ] [sig       ] [246/3576] Completed AROC in 0.3s | 2.89 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:29.594960] [INFO ] [sig       ] [247/3576] Forecasting ARQ...
[2025-12-17T20:16:29.594988] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-17T20:16:29.595019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-17T20:16:29.606403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-17T20:16:29.606791] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-17T20:16:29.607558] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-17T20:16:29.607629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:29.607661] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:29.607688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:29.607743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:29.668395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:29.669334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:29.669431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:29.669471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:29.784122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:29.784277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:29.784318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:29.784347] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:29.787707] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-17T20:16:29.787976] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-17T20:16:29.788101] [INFO ] [sig       ] ARQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:29.924838] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARQ.txt
[2025-12-17T20:16:29.924980] [INFO ] [sig       ] [247/3576] Completed ARQ in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:29.925019] [INFO ] [sig       ] [248/3576] Forecasting ARQQ...
[2025-12-17T20:16:29.925049] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-17T20:16:29.925080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-17T20:16:29.936331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-17T20:16:29.936703] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-17T20:16:29.937491] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-17T20:16:29.937546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:29.937639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:29.937674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:29.937748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:29.994152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:29.994957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:29.995041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:29.995075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:30.113746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:30.113909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:30.113979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:30.114029] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:30.117511] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-17T20:16:30.117805] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-17T20:16:30.117936] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:30.257694] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARQQ.txt
[2025-12-17T20:16:30.257848] [INFO ] [sig       ] [248/3576] Completed ARQQ in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-17T20:16:30.257890] [INFO ] [sig       ] [249/3576] Forecasting ARRY...
[2025-12-17T20:16:30.257920] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-17T20:16:30.257951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-17T20:16:30.269391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-17T20:16:30.269725] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-17T20:16:30.270487] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-17T20:16:30.270539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:30.270588] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:30.270618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:30.270674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:30.334120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:30.335035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:30.335120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:30.335153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:30.455962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:30.456120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:30.456162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:30.456192] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:30.459700] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-17T20:16:30.459976] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-17T20:16:30.460105] [INFO ] [sig       ] ARRY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:30.605009] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ARRY.txt
[2025-12-17T20:16:30.605183] [INFO ] [sig       ] [249/3576] Completed ARRY in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-17T20:16:30.605224] [INFO ] [sig       ] [250/3576] Forecasting ARTL...
[2025-12-17T20:16:30.605254] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-17T20:16:30.605286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-17T20:16:30.616623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-17T20:16:30.616973] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-17T20:16:30.617750] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-17T20:16:30.617802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:30.617834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:30.617861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:30.617916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:30.673222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:30.673978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:30.674067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:30.674114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:30.786947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:30.787101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:30.787141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:30.787170] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:30.790507] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-17T20:16:30.790816] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-17T20:16:30.790941] [INFO ] [sig       ] ARTL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:30.928684] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARTL.txt
[2025-12-17T20:16:30.928835] [INFO ] [sig       ] [250/3576] Completed ARTL in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-17T20:16:30.928889] [INFO ] [sig       ] [251/3576] Forecasting ARTNA...
[2025-12-17T20:16:30.928921] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-17T20:16:30.928953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-17T20:16:30.939679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-17T20:16:30.939974] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-17T20:16:30.940755] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-17T20:16:30.940806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:30.940837] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:30.940863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:30.940919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:30.995349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:30.996241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:30.996325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:30.996357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:31.109879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:31.110036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:31.110076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:31.110168] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:31.113629] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-17T20:16:31.113909] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-17T20:16:31.114035] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:31.251028] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARTNA.txt
[2025-12-17T20:16:31.251168] [INFO ] [sig       ] [251/3576] Completed ARTNA in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-17T20:16:31.251207] [INFO ] [sig       ] [252/3576] Forecasting ARVN...
[2025-12-17T20:16:31.251250] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-17T20:16:31.251296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-17T20:16:31.262391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-17T20:16:31.262694] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-17T20:16:31.263443] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-17T20:16:31.263496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:31.263528] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:31.263564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:31.263669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:31.318872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:31.319662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:31.319742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:31.319774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:31.436352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:31.436505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:31.436545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:31.436590] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:31.439974] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-17T20:16:31.440239] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-17T20:16:31.440362] [INFO ] [sig       ] ARVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:31.577924] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ARVN.txt
[2025-12-17T20:16:31.578059] [INFO ] [sig       ] [252/3576] Completed ARVN in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.1m
[2025-12-17T20:16:31.578096] [INFO ] [sig       ] [253/3576] Forecasting ASA...
[2025-12-17T20:16:31.578125] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-17T20:16:31.578156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-17T20:16:31.589644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-17T20:16:31.589966] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-17T20:16:31.590788] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-17T20:16:31.590841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:31.590872] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:31.590899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:31.590957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:31.646015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:31.646684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:31.646913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:31.646945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:31.764813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:31.764962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:31.765002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:31.765031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:31.768323] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-12-17T20:16:31.768606] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-17T20:16:31.768734] [INFO ] [sig       ] ASA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:31.905954] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASA.txt
[2025-12-17T20:16:31.906085] [INFO ] [sig       ] [253/3576] Completed ASA in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:31.906123] [INFO ] [sig       ] [254/3576] Forecasting ASB...
[2025-12-17T20:16:31.906151] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-17T20:16:31.906183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-17T20:16:31.917757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-17T20:16:31.918134] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-17T20:16:31.918984] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-17T20:16:31.919037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:31.919069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:31.919094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:31.919155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:31.973953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:31.974622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:31.974713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:31.974744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:32.093292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:32.093445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:32.093484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:32.093512] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:32.096964] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-17T20:16:32.097231] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-17T20:16:32.097355] [INFO ] [sig       ] ASB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:32.238200] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASB.txt
[2025-12-17T20:16:32.238363] [INFO ] [sig       ] [254/3576] Completed ASB in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:32.238404] [INFO ] [sig       ] [255/3576] Forecasting ASBA...
[2025-12-17T20:16:32.238432] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-17T20:16:32.238464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-17T20:16:32.249925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-17T20:16:32.250270] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-17T20:16:32.251086] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-17T20:16:32.251141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:32.251175] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:32.251204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:32.251264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:32.306079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:32.306824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:32.306902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:32.306934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:32.416599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:32.416757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:32.416797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:32.416825] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:32.420128] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-17T20:16:32.420405] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-17T20:16:32.420531] [INFO ] [sig       ] ASBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:32.561838] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASBA.txt
[2025-12-17T20:16:32.561969] [INFO ] [sig       ] [255/3576] Completed ASBA in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:32.562007] [INFO ] [sig       ] [256/3576] Forecasting ASC...
[2025-12-17T20:16:32.562038] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-17T20:16:32.562074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-17T20:16:32.573395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-17T20:16:32.573746] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-17T20:16:32.574504] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-17T20:16:32.574558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:32.574619] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:32.574652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:32.574721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:32.632101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:32.632739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:32.632819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:32.632851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:32.744193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:32.744344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:32.744385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:32.744414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:32.747718] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2025-12-17T20:16:32.747986] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-17T20:16:32.748113] [INFO ] [sig       ] ASC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:32.886301] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASC.txt
[2025-12-17T20:16:32.886432] [INFO ] [sig       ] [256/3576] Completed ASC in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:32.886471] [INFO ] [sig       ] [257/3576] Forecasting ASG...
[2025-12-17T20:16:32.886500] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-17T20:16:32.886531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-17T20:16:32.897800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-17T20:16:32.898150] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-17T20:16:32.898958] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-17T20:16:32.899010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:32.899040] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:32.899067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:32.899122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:32.953800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:32.954416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:32.954496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:32.954528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:33.073519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:33.073686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:33.073727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:33.073757] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:33.077048] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-17T20:16:33.077313] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-17T20:16:33.077437] [INFO ] [sig       ] ASG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:33.212826] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASG.txt
[2025-12-17T20:16:33.212964] [INFO ] [sig       ] [257/3576] Completed ASG in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:33.213004] [INFO ] [sig       ] [258/3576] Forecasting ASGI...
[2025-12-17T20:16:33.213052] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-17T20:16:33.213085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-17T20:16:33.224770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-17T20:16:33.225086] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-17T20:16:33.225892] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-17T20:16:33.225945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:33.225978] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:33.226005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:33.226061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:33.286023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:33.286732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:33.286840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:33.286873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:33.414133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:33.414280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:33.414322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:33.414351] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:33.417862] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=57.95%)
[2025-12-17T20:16:33.418133] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-17T20:16:33.418264] [INFO ] [sig       ] ASGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:33.564727] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASGI.txt
[2025-12-17T20:16:33.564862] [INFO ] [sig       ] [258/3576] Completed ASGI in 0.4s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:33.564901] [INFO ] [sig       ] [259/3576] Forecasting ASGN...
[2025-12-17T20:16:33.564931] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-17T20:16:33.564964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-17T20:16:33.576721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-17T20:16:33.577042] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-17T20:16:33.577897] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-17T20:16:33.577951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:33.577983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:33.578010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:33.578066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:33.638236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:33.639155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:33.639239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:33.639272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:33.769458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:33.769662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:33.769712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:33.769746] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:33.773165] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-17T20:16:33.773428] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-17T20:16:33.773565] [INFO ] [sig       ] ASGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:33.912481] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASGN.txt
[2025-12-17T20:16:33.912647] [INFO ] [sig       ] [259/3576] Completed ASGN in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:33.912689] [INFO ] [sig       ] [260/3576] Forecasting ASH...
[2025-12-17T20:16:33.912719] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-17T20:16:33.912749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-17T20:16:33.924004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-17T20:16:33.924336] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-17T20:16:33.925109] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-17T20:16:33.925160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:33.925192] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:33.925218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:33.925274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:33.980196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:33.981041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:33.981123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:33.981154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:34.102350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:34.102509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:34.102549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:34.102598] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:34.105875] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-12-17T20:16:34.106143] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-17T20:16:34.106269] [INFO ] [sig       ] ASH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:34.245013] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASH.txt
[2025-12-17T20:16:34.245157] [INFO ] [sig       ] [260/3576] Completed ASH in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:34.245195] [INFO ] [sig       ] [261/3576] Forecasting ASIX...
[2025-12-17T20:16:34.245225] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-17T20:16:34.245257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-17T20:16:34.256863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-17T20:16:34.257180] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-17T20:16:34.257951] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-17T20:16:34.258003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:34.258034] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:34.258061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:34.258116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:34.313787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:34.314617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:34.314715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:34.314754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:34.432639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:34.432799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:34.432839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:34.432868] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:34.436411] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-17T20:16:34.436698] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-17T20:16:34.436822] [INFO ] [sig       ] ASIX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:34.631480] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASIX.txt
[2025-12-17T20:16:34.631685] [INFO ] [sig       ] [261/3576] Completed ASIX in 0.4s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-17T20:16:34.631729] [INFO ] [sig       ] [262/3576] Forecasting ASLE...
[2025-12-17T20:16:34.631759] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-17T20:16:34.631791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-17T20:16:34.642908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-17T20:16:34.643241] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-17T20:16:34.644025] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-17T20:16:34.644080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:34.644111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:34.644137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:34.644192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:34.704264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:34.705238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:34.705322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:34.705355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:34.822988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:34.823149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:34.823190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:34.823219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:34.826682] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-17T20:16:34.827005] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-17T20:16:34.827143] [INFO ] [sig       ] ASLE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:34.974111] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASLE.txt
[2025-12-17T20:16:34.974266] [INFO ] [sig       ] [262/3576] Completed ASLE in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:34.974305] [INFO ] [sig       ] [263/3576] Forecasting ASMB...
[2025-12-17T20:16:34.974336] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-17T20:16:34.974366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-17T20:16:34.985676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-17T20:16:34.986053] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-17T20:16:34.986845] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-17T20:16:34.986898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:34.986930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:34.986956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:34.987012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:35.043700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:35.044597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:35.044683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:35.044715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:35.167244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:35.167402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:35.167442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:35.167471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:35.170860] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-17T20:16:35.171132] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-17T20:16:35.171257] [INFO ] [sig       ] ASMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:35.312629] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASMB.txt
[2025-12-17T20:16:35.312787] [INFO ] [sig       ] [263/3576] Completed ASMB in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:35.312827] [INFO ] [sig       ] [264/3576] Forecasting ASML...
[2025-12-17T20:16:35.312857] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-17T20:16:35.312888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-17T20:16:35.324317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-17T20:16:35.324637] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-17T20:16:35.325389] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-17T20:16:35.325441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:35.325474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:35.325501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:35.325556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:35.383247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:35.384332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:35.384419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:35.384453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:35.513764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:35.513926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:35.513968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:35.513996] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:35.517401] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-17T20:16:35.517700] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-17T20:16:35.517842] [INFO ] [sig       ] ASML: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:35.659802] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASML.txt
[2025-12-17T20:16:35.659964] [INFO ] [sig       ] [264/3576] Completed ASML in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:35.660007] [INFO ] [sig       ] [265/3576] Forecasting ASND...
[2025-12-17T20:16:35.660041] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-17T20:16:35.660072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-17T20:16:35.673081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-17T20:16:35.673460] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-17T20:16:35.674250] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-17T20:16:35.674315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:35.674374] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:35.674402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:35.674459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:35.729588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:35.730432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:35.730517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:35.730549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:35.851168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:35.851332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:35.851372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:35.851399] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:35.854789] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-17T20:16:35.855067] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-17T20:16:35.855193] [INFO ] [sig       ] ASND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:35.993802] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASND.txt
[2025-12-17T20:16:35.994119] [INFO ] [sig       ] [265/3576] Completed ASND in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:35.994159] [INFO ] [sig       ] [266/3576] Forecasting ASNS...
[2025-12-17T20:16:35.994189] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-17T20:16:35.994219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-17T20:16:36.007664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-17T20:16:36.008056] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-17T20:16:36.008888] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-17T20:16:36.008946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:36.008977] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:36.009003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:36.009059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:36.065074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:36.065973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:36.066058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:36.066093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:36.181784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:36.181948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:36.181990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:36.182021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:36.186187] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=43.62%)
[2025-12-17T20:16:36.186463] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-17T20:16:36.186610] [INFO ] [sig       ] ASNS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:36.331688] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASNS.txt
[2025-12-17T20:16:36.331842] [INFO ] [sig       ] [266/3576] Completed ASNS in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:36.332065] [INFO ] [sig       ] [267/3576] Forecasting ASO...
[2025-12-17T20:16:36.332098] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-17T20:16:36.332129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-17T20:16:36.344127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-17T20:16:36.344472] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-17T20:16:36.345300] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-17T20:16:36.345354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:36.345387] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:36.345415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:36.345472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:36.404097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:36.405048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:36.405158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:36.405203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:36.530840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:36.530997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:36.531038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:36.531066] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:36.534407] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-17T20:16:36.534706] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-17T20:16:36.534853] [INFO ] [sig       ] ASO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:36.674799] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASO.txt
[2025-12-17T20:16:36.674934] [INFO ] [sig       ] [267/3576] Completed ASO in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:36.674973] [INFO ] [sig       ] [268/3576] Forecasting ASPI...
[2025-12-17T20:16:36.675002] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-17T20:16:36.675032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-17T20:16:36.687513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-17T20:16:36.687855] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-17T20:16:36.688663] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-17T20:16:36.688716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:36.688748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:36.688773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:36.688829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:36.746567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:36.747417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:36.747500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:36.747533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:36.868825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:36.868997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:36.869036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:36.869099] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:36.874242] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-17T20:16:36.874523] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-17T20:16:36.874693] [INFO ] [sig       ] ASPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:37.012630] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASPI.txt
[2025-12-17T20:16:37.012768] [INFO ] [sig       ] [268/3576] Completed ASPI in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:37.012813] [INFO ] [sig       ] [269/3576] Forecasting ASPN...
[2025-12-17T20:16:37.012843] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-17T20:16:37.012875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-17T20:16:37.024804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-17T20:16:37.025117] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-17T20:16:37.025900] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-17T20:16:37.025952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:37.025984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:37.026011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:37.026067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:37.081067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:37.081841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:37.081923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:37.081958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:37.207089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:37.207249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:37.207292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:37.207321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:37.210745] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-17T20:16:37.211035] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-17T20:16:37.211159] [INFO ] [sig       ] ASPN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:37.350799] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASPN.txt
[2025-12-17T20:16:37.350959] [INFO ] [sig       ] [269/3576] Completed ASPN in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.0m
[2025-12-17T20:16:37.351006] [INFO ] [sig       ] [270/3576] Forecasting ASPS...
[2025-12-17T20:16:37.351044] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-17T20:16:37.351080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-17T20:16:37.362417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-17T20:16:37.362792] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-17T20:16:37.363646] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-17T20:16:37.363700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:37.363733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:37.363760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:37.363817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:37.419257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:37.420054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:37.420139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:37.420171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:37.533772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:37.533929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:37.533969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:37.533999] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:37.537328] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-17T20:16:37.537626] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-17T20:16:37.537750] [INFO ] [sig       ] ASPS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:37.674040] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASPS.txt
[2025-12-17T20:16:37.674171] [INFO ] [sig       ] [270/3576] Completed ASPS in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:37.674209] [INFO ] [sig       ] [271/3576] Forecasting ASTE...
[2025-12-17T20:16:37.674238] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-17T20:16:37.674270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-17T20:16:37.685542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-17T20:16:37.685896] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-17T20:16:37.686743] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-17T20:16:37.686798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:37.686831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:37.686859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:37.686917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:37.742135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:37.742852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:37.742932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:37.742964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:37.863175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:37.863332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:37.863372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:37.863400] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:37.866846] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-12-17T20:16:37.867116] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-17T20:16:37.867244] [INFO ] [sig       ] ASTE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:38.004034] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASTE.txt
[2025-12-17T20:16:38.004163] [INFO ] [sig       ] [271/3576] Completed ASTE in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:38.004201] [INFO ] [sig       ] [272/3576] Forecasting ASTH...
[2025-12-17T20:16:38.004230] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-17T20:16:38.004261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-17T20:16:38.015848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-17T20:16:38.016137] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-17T20:16:38.016995] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-17T20:16:38.017049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:38.017083] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:38.017112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:38.017169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:38.072647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:38.073323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:38.073402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:38.073434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:38.191975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:38.192127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:38.192185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:38.192215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:38.195552] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=72.06%)
[2025-12-17T20:16:38.195847] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-17T20:16:38.195974] [INFO ] [sig       ] ASTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:38.337059] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASTH.txt
[2025-12-17T20:16:38.337210] [INFO ] [sig       ] [272/3576] Completed ASTH in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:38.337254] [INFO ] [sig       ] [273/3576] Forecasting ASTI...
[2025-12-17T20:16:38.337285] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-17T20:16:38.337315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-17T20:16:38.348809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-17T20:16:38.349138] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-17T20:16:38.350022] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-17T20:16:38.350077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:38.350109] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:38.350135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:38.350192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:38.406104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:38.406835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:38.406916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:38.406948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:38.528496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:38.528664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:38.528709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:38.528737] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:38.532116] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=64.65%)
[2025-12-17T20:16:38.532385] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-17T20:16:38.532510] [INFO ] [sig       ] ASTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:38.673490] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASTI.txt
[2025-12-17T20:16:38.673650] [INFO ] [sig       ] [273/3576] Completed ASTI in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:38.673692] [INFO ] [sig       ] [274/3576] Forecasting ASTL...
[2025-12-17T20:16:38.673722] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-17T20:16:38.673754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-17T20:16:38.685329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-17T20:16:38.685666] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-17T20:16:38.686455] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-17T20:16:38.686512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:38.686558] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:38.686608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:38.686671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:38.745922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:38.746712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:38.746805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:38.746847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:38.868522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:38.868702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:38.868745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:38.868779] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:38.872283] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-17T20:16:38.872587] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-17T20:16:38.872720] [INFO ] [sig       ] ASTL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:39.022842] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASTL.txt
[2025-12-17T20:16:39.023106] [INFO ] [sig       ] [274/3576] Completed ASTL in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:39.023150] [INFO ] [sig       ] [275/3576] Forecasting ASTS...
[2025-12-17T20:16:39.023182] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-17T20:16:39.023216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-17T20:16:39.037718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-17T20:16:39.038124] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-17T20:16:39.039116] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-17T20:16:39.039178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:39.039219] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:39.039248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:39.039312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:39.100476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:39.101457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:39.101634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:39.101683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:39.223735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:39.223902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:39.223943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:39.223971] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:39.227341] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-17T20:16:39.227628] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-17T20:16:39.227754] [INFO ] [sig       ] ASTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:39.364076] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASTS.txt
[2025-12-17T20:16:39.364200] [INFO ] [sig       ] [275/3576] Completed ASTS in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:39.364238] [INFO ] [sig       ] [276/3576] Forecasting ASX...
[2025-12-17T20:16:39.364268] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-17T20:16:39.364299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-17T20:16:39.376897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-17T20:16:39.377276] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-17T20:16:39.378089] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-17T20:16:39.378141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:39.378183] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:39.378210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:39.378266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:39.434166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:39.435090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:39.435173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:39.435205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:39.560152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:39.560288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:39.560328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:39.560356] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:39.563739] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-17T20:16:39.564035] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-17T20:16:39.564352] [INFO ] [sig       ] ASX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:39.710591] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ASX.txt
[2025-12-17T20:16:39.710774] [INFO ] [sig       ] [276/3576] Completed ASX in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-17T20:16:39.710816] [INFO ] [sig       ] [277/3576] Forecasting ASYS...
[2025-12-17T20:16:39.710851] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-17T20:16:39.710881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-17T20:16:39.722753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-17T20:16:39.723026] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-17T20:16:39.723804] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-17T20:16:39.723855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:39.723886] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:39.723913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:39.723968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:39.780194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:39.780828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:39.780922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:39.780955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:39.904067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:39.904209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:39.904249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:39.904277] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:39.907717] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2025-12-17T20:16:39.908015] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-17T20:16:39.908142] [INFO ] [sig       ] ASYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:40.046309] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ASYS.txt
[2025-12-17T20:16:40.046430] [INFO ] [sig       ] [277/3576] Completed ASYS in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:40.046467] [INFO ] [sig       ] [278/3576] Forecasting ATAI...
[2025-12-17T20:16:40.046497] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-17T20:16:40.046526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-17T20:16:40.058227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-17T20:16:40.058538] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-17T20:16:40.059343] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-17T20:16:40.059394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:40.059425] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:40.059451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:40.059506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:40.116074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:40.116701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:40.116779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:40.116811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:40.237704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:40.237875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:40.237921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:40.237952] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:40.241710] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-17T20:16:40.242183] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-17T20:16:40.242308] [INFO ] [sig       ] ATAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:40.382568] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATAI.txt
[2025-12-17T20:16:40.382727] [INFO ] [sig       ] [278/3576] Completed ATAI in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:40.382767] [INFO ] [sig       ] [279/3576] Forecasting ATEC...
[2025-12-17T20:16:40.382796] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-17T20:16:40.382826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-17T20:16:40.394186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-17T20:16:40.394478] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-17T20:16:40.395249] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-17T20:16:40.395300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:40.395331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:40.395358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:40.395413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:40.450346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:40.450963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:40.451040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:40.451071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:40.568794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:40.568940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:40.568979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:40.569006] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:40.572294] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=53.91%)
[2025-12-17T20:16:40.572557] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-17T20:16:40.572699] [INFO ] [sig       ] ATEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:40.710138] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATEC.txt
[2025-12-17T20:16:40.710253] [INFO ] [sig       ] [279/3576] Completed ATEC in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:40.710316] [INFO ] [sig       ] [280/3576] Forecasting ATEN...
[2025-12-17T20:16:40.710346] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-17T20:16:40.710375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-17T20:16:40.721886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-17T20:16:40.722166] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-17T20:16:40.722938] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-17T20:16:40.722989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:40.723020] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:40.723046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:40.723100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:40.777753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:40.778365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:40.778444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:40.778476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:40.899871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:40.900014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:40.900053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:40.900080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:40.903309] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-17T20:16:40.903597] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-17T20:16:40.903722] [INFO ] [sig       ] ATEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:41.039234] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATEN.txt
[2025-12-17T20:16:41.039365] [INFO ] [sig       ] [280/3576] Completed ATEN in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:41.039402] [INFO ] [sig       ] [281/3576] Forecasting ATEX...
[2025-12-17T20:16:41.039431] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-17T20:16:41.039460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-17T20:16:41.050390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-17T20:16:41.050703] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-17T20:16:41.051445] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-17T20:16:41.051495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:41.051528] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:41.051554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:41.051630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:41.105765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:41.106413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:41.106497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:41.106528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:41.219777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:41.219916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:41.219953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:41.219983] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:41.223191] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-12-17T20:16:41.223451] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-17T20:16:41.223617] [INFO ] [sig       ] ATEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:41.360518] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATEX.txt
[2025-12-17T20:16:41.360672] [INFO ] [sig       ] [281/3576] Completed ATEX in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:41.360725] [INFO ] [sig       ] [282/3576] Forecasting ATGE...
[2025-12-17T20:16:41.360760] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-17T20:16:41.360791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-17T20:16:41.372969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-17T20:16:41.373299] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-17T20:16:41.374095] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-17T20:16:41.374148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:41.374221] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:41.374251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:41.374308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:41.433935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:41.434862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:41.434948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:41.434981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:41.558877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:41.559035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:41.559073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:41.559102] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:41.562682] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-17T20:16:41.562960] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-17T20:16:41.563088] [INFO ] [sig       ] ATGE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:41.717203] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATGE.txt
[2025-12-17T20:16:41.717375] [INFO ] [sig       ] [282/3576] Completed ATGE in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:41.717418] [INFO ] [sig       ] [283/3576] Forecasting ATHA...
[2025-12-17T20:16:41.717449] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-17T20:16:41.717479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-17T20:16:41.729631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-17T20:16:41.730012] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-17T20:16:41.730853] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-17T20:16:41.730906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:41.730938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:41.730964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:41.731019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:41.789867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:41.790858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:41.790951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:41.790984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:41.946738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:41.946885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:41.946927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:41.946973] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:41.950592] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2025-12-17T20:16:41.950910] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-17T20:16:41.951050] [INFO ] [sig       ] ATHA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:42.095722] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATHA.txt
[2025-12-17T20:16:42.095855] [INFO ] [sig       ] [283/3576] Completed ATHA in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:42.095894] [INFO ] [sig       ] [284/3576] Forecasting ATHM...
[2025-12-17T20:16:42.095925] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-17T20:16:42.095955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-17T20:16:42.107379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-17T20:16:42.107749] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-17T20:16:42.108570] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-17T20:16:42.108644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:42.108677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:42.108704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:42.108761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:42.168201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:42.168982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:42.169065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:42.169099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:42.292129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:42.292278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:42.292319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:42.292348] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:42.296096] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-17T20:16:42.296371] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-17T20:16:42.296502] [INFO ] [sig       ] ATHM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:42.441392] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATHM.txt
[2025-12-17T20:16:42.441605] [INFO ] [sig       ] [284/3576] Completed ATHM in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:42.441661] [INFO ] [sig       ] [285/3576] Forecasting ATI...
[2025-12-17T20:16:42.441705] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-17T20:16:42.441749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-17T20:16:42.456298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-17T20:16:42.456750] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-17T20:16:42.457799] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-17T20:16:42.457868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:42.457927] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:42.457980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:42.458078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:42.521796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:42.522634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:42.522733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:42.522768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:42.653105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:42.653272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:42.653319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:42.653382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:42.657377] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-17T20:16:42.657686] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-17T20:16:42.657820] [INFO ] [sig       ] ATI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:42.807730] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATI.txt
[2025-12-17T20:16:42.807910] [INFO ] [sig       ] [285/3576] Completed ATI in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:42.807973] [INFO ] [sig       ] [286/3576] Forecasting ATLC...
[2025-12-17T20:16:42.808019] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-17T20:16:42.808052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-17T20:16:42.819405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-17T20:16:42.819798] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-17T20:16:42.820680] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-17T20:16:42.820734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:42.820766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:42.820793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:42.820853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:42.881693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:42.882652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:42.882751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:42.882795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:43.008794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:43.008993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:43.009048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:43.009085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:43.012697] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2025-12-17T20:16:43.013013] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-17T20:16:43.013153] [INFO ] [sig       ] ATLC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:43.165584] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATLC.txt
[2025-12-17T20:16:43.165743] [INFO ] [sig       ] [286/3576] Completed ATLC in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:43.165783] [INFO ] [sig       ] [287/3576] Forecasting ATLCZ...
[2025-12-17T20:16:43.165815] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-17T20:16:43.165848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-17T20:16:43.177533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-17T20:16:43.177966] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-17T20:16:43.178787] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-17T20:16:43.178841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:43.178912] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:43.178941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:43.178999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:43.239139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:43.240044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:43.240129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:43.240163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:43.356893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:43.357058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:43.357102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:43.357133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:43.360592] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-17T20:16:43.360894] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-17T20:16:43.361027] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:43.501173] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATLCZ.txt
[2025-12-17T20:16:43.501319] [INFO ] [sig       ] [287/3576] Completed ATLCZ in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 18.9m
[2025-12-17T20:16:43.501357] [INFO ] [sig       ] [288/3576] Forecasting ATLO...
[2025-12-17T20:16:43.501388] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-17T20:16:43.501419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-17T20:16:43.512589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-17T20:16:43.512940] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-17T20:16:43.513835] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-17T20:16:43.513897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:43.513957] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:43.513988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:43.514044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:43.568123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:43.568785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:43.568876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:43.568909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:43.674508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:43.674684] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:16:43.674724] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:43.674752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:43.678120] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-17T20:16:43.678385] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-17T20:16:43.678510] [INFO ] [sig       ] ATLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:43.817880] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATLO.txt
[2025-12-17T20:16:43.818019] [INFO ] [sig       ] [288/3576] Completed ATLO in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-17T20:16:43.818058] [INFO ] [sig       ] [289/3576] Forecasting ATNI...
[2025-12-17T20:16:43.818089] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-17T20:16:43.818120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-17T20:16:43.830005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-17T20:16:43.830359] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-17T20:16:43.831253] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-17T20:16:43.831307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:43.831348] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:43.831384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:43.831443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:43.891678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:43.892484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:43.892568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:43.892630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:44.021843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:44.022031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:44.022091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:44.022136] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:44.025645] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-12-17T20:16:44.025938] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-17T20:16:44.026072] [INFO ] [sig       ] ATNI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:44.171063] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATNI.txt
[2025-12-17T20:16:44.171208] [INFO ] [sig       ] [289/3576] Completed ATNI in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-17T20:16:44.171247] [INFO ] [sig       ] [290/3576] Forecasting ATO...
[2025-12-17T20:16:44.171277] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-17T20:16:44.171307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-17T20:16:44.183250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-17T20:16:44.183601] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-17T20:16:44.184362] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-17T20:16:44.184414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:44.184446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:44.184472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:44.184527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:44.239649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:44.240601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:44.240684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:44.240716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:44.366321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:44.366480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:44.366519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:44.366547] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:44.369883] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-17T20:16:44.370152] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-17T20:16:44.370278] [INFO ] [sig       ] ATO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:44.514651] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATO.txt
[2025-12-17T20:16:44.514798] [INFO ] [sig       ] [290/3576] Completed ATO in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-17T20:16:44.514838] [INFO ] [sig       ] [291/3576] Forecasting ATOM...
[2025-12-17T20:16:44.514877] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-17T20:16:44.514917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-17T20:16:44.526841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-17T20:16:44.527189] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-17T20:16:44.528081] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-17T20:16:44.528141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:44.528187] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:44.528227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:44.528298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:44.589789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:44.590522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:44.590630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:44.590665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:44.720257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:44.720427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:44.720468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:44.720497] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:44.724121] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-17T20:16:44.724396] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-17T20:16:44.724525] [INFO ] [sig       ] ATOM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:44.869596] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATOM.txt
[2025-12-17T20:16:44.869739] [INFO ] [sig       ] [291/3576] Completed ATOM in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-17T20:16:44.869779] [INFO ] [sig       ] [292/3576] Forecasting ATRA...
[2025-12-17T20:16:44.869808] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-17T20:16:44.869838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-17T20:16:44.881666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-17T20:16:44.881991] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-17T20:16:44.882824] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-17T20:16:44.882877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:44.882910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:44.882939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:44.882997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:44.939718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:44.940691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:44.940811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:44.940844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:45.061003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:45.061168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:45.061209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:45.061238] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:45.064640] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2025-12-17T20:16:45.064926] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-17T20:16:45.065076] [INFO ] [sig       ] ATRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:45.204606] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATRA.txt
[2025-12-17T20:16:45.204760] [INFO ] [sig       ] [292/3576] Completed ATRA in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-17T20:16:45.204800] [INFO ] [sig       ] [293/3576] Forecasting ATRC...
[2025-12-17T20:16:45.204831] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-17T20:16:45.204861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-17T20:16:45.217000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-17T20:16:45.217405] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-17T20:16:45.218226] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-17T20:16:45.218281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:45.218313] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:45.218340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:45.218396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:45.275978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:45.276869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:45.276955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:45.276990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:45.397830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:45.397988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:45.398030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:45.398058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:45.401483] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-17T20:16:45.401773] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-17T20:16:45.401900] [INFO ] [sig       ] ATRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:45.539852] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ATRC.txt
[2025-12-17T20:16:45.540005] [INFO ] [sig       ] [293/3576] Completed ATRC in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:45.540051] [INFO ] [sig       ] [294/3576] Forecasting ATRO...
[2025-12-17T20:16:45.540083] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-17T20:16:45.540113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-17T20:16:45.551655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-17T20:16:45.551974] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-17T20:16:45.552744] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-17T20:16:45.552794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:45.552826] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:45.552852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:45.552907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:45.608438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:45.609266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:45.609349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:45.609380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:45.730996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:45.731141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:45.731179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:45.731223] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:45.734447] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-17T20:16:45.734727] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-17T20:16:45.734848] [INFO ] [sig       ] ATRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:45.875648] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATRO.txt
[2025-12-17T20:16:45.875788] [INFO ] [sig       ] [294/3576] Completed ATRO in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:45.875827] [INFO ] [sig       ] [295/3576] Forecasting ATXS...
[2025-12-17T20:16:45.875857] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-17T20:16:45.875887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-17T20:16:45.887161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-17T20:16:45.887481] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-17T20:16:45.888288] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-17T20:16:45.888340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:45.888371] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:45.888398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:45.888454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:45.944780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:45.945601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:45.945683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:45.945715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:46.074266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:46.074430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:46.074470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:46.074498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:46.078344] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2025-12-17T20:16:46.078717] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-17T20:16:46.078878] [INFO ] [sig       ] ATXS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:46.229277] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ATXS.txt
[2025-12-17T20:16:46.229461] [INFO ] [sig       ] [295/3576] Completed ATXS in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:46.229503] [INFO ] [sig       ] [296/3576] Forecasting AUB...
[2025-12-17T20:16:46.229534] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-17T20:16:46.229564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-17T20:16:46.240927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-17T20:16:46.241252] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-17T20:16:46.242046] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-17T20:16:46.242099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:46.242132] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:46.242159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:46.242216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:46.297819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:46.298620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:46.298703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:46.298751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:46.415103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:46.415264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:46.415303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:46.415330] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:46.418821] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-12-17T20:16:46.419188] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-17T20:16:46.419334] [INFO ] [sig       ] AUB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:46.568104] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AUB.txt
[2025-12-17T20:16:46.568242] [INFO ] [sig       ] [296/3576] Completed AUB in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:46.568281] [INFO ] [sig       ] [297/3576] Forecasting AUDC...
[2025-12-17T20:16:46.568310] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-17T20:16:46.568342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-17T20:16:46.580461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-17T20:16:46.580816] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-17T20:16:46.581663] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-17T20:16:46.581720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:46.581752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:46.581778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:46.581834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:46.637066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:46.637689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:46.637768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:46.637799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:46.753712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:46.753855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:46.753894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:46.753920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:46.757255] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-17T20:16:46.757525] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-17T20:16:46.757668] [INFO ] [sig       ] AUDC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:46.894818] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AUDC.txt
[2025-12-17T20:16:46.894946] [INFO ] [sig       ] [297/3576] Completed AUDC in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:46.894991] [INFO ] [sig       ] [298/3576] Forecasting AUPH...
[2025-12-17T20:16:46.895026] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-17T20:16:46.895062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-17T20:16:46.906238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-17T20:16:46.906550] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-17T20:16:46.907346] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-17T20:16:46.907396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:46.907429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:46.907455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:46.907519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:46.963005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:46.963588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:46.963665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:46.963697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:47.078384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:47.078503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:47.078540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:47.078586] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:47.081949] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-17T20:16:47.082213] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-17T20:16:47.082336] [INFO ] [sig       ] AUPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:47.220083] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AUPH.txt
[2025-12-17T20:16:47.220208] [INFO ] [sig       ] [298/3576] Completed AUPH in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:47.220246] [INFO ] [sig       ] [299/3576] Forecasting AURA...
[2025-12-17T20:16:47.220276] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-17T20:16:47.220307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-17T20:16:47.231201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-17T20:16:47.231487] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-17T20:16:47.232299] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-17T20:16:47.232350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:47.232407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:47.232434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:47.232490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:47.288630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:47.289255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:47.289333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:47.289365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:47.409781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:47.409940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:47.409985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:47.410018] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:47.413285] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-17T20:16:47.413547] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-17T20:16:47.413689] [INFO ] [sig       ] AURA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:47.552241] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AURA.txt
[2025-12-17T20:16:47.552364] [INFO ] [sig       ] [299/3576] Completed AURA in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:47.552403] [INFO ] [sig       ] [300/3576] Forecasting AUTL...
[2025-12-17T20:16:47.552432] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-17T20:16:47.552462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-17T20:16:47.563497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-17T20:16:47.563822] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-17T20:16:47.564660] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-17T20:16:47.564728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:47.564761] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:47.564787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:47.564844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:47.622981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:47.623620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:47.623702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:47.623734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:47.745353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:47.745486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:47.745525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:47.745554] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:47.748957] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-17T20:16:47.749227] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-17T20:16:47.749350] [INFO ] [sig       ] AUTL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:47.886666] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AUTL.txt
[2025-12-17T20:16:47.886812] [INFO ] [sig       ] [300/3576] Completed AUTL in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:47.886856] [INFO ] [sig       ] [301/3576] Forecasting AVA...
[2025-12-17T20:16:47.886887] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-17T20:16:47.886919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-17T20:16:47.897955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-17T20:16:47.898237] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-17T20:16:47.899060] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-17T20:16:47.899124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:47.899157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:47.899183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:47.899238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:47.954655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:47.955240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:47.955317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:47.955349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:48.064966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:48.065073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:48.065109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:48.065136] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:48.068247] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-17T20:16:48.068504] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-17T20:16:48.068643] [INFO ] [sig       ] AVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:48.205994] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVA.txt
[2025-12-17T20:16:48.206110] [INFO ] [sig       ] [301/3576] Completed AVA in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:48.206147] [INFO ] [sig       ] [302/3576] Forecasting AVAH...
[2025-12-17T20:16:48.206176] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-17T20:16:48.206205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-17T20:16:48.217393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-17T20:16:48.217717] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-17T20:16:48.218523] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-17T20:16:48.218600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:48.218638] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:48.218667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:48.218724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:48.274886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:48.275471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:48.275550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:48.275599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:48.392682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:48.392800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:48.392836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:48.392893] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:48.397406] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-12-17T20:16:48.397718] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-17T20:16:48.397854] [INFO ] [sig       ] AVAH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:48.538215] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVAH.txt
[2025-12-17T20:16:48.538356] [INFO ] [sig       ] [302/3576] Completed AVAH in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:48.538395] [INFO ] [sig       ] [303/3576] Forecasting AVAL...
[2025-12-17T20:16:48.538424] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-17T20:16:48.538455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-17T20:16:48.549848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-17T20:16:48.550147] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-17T20:16:48.551028] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-17T20:16:48.551083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:48.551122] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:48.551155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:48.551225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:48.608132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:48.608839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:48.608945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:48.608979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:48.729179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:48.729332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:48.729371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:48.729400] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:48.732795] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-17T20:16:48.733068] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-17T20:16:48.733196] [INFO ] [sig       ] AVAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:48.872829] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVAL.txt
[2025-12-17T20:16:48.872976] [INFO ] [sig       ] [303/3576] Completed AVAL in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:48.873016] [INFO ] [sig       ] [304/3576] Forecasting AVB...
[2025-12-17T20:16:48.873046] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-17T20:16:48.873076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-17T20:16:48.884281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-17T20:16:48.884593] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-17T20:16:48.885375] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-17T20:16:48.885426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:48.885457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:48.885482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:48.885538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:48.940920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:48.941680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:48.941761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:48.941793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:49.068419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:49.068615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:49.068669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:49.068710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:49.073363] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-17T20:16:49.073754] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-17T20:16:49.073930] [INFO ] [sig       ] AVB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:49.237688] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVB.txt
[2025-12-17T20:16:49.237849] [INFO ] [sig       ] [304/3576] Completed AVB in 0.4s | 2.91 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:49.237889] [INFO ] [sig       ] [305/3576] Forecasting AVBP...
[2025-12-17T20:16:49.237920] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-17T20:16:49.237952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-17T20:16:49.249451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-17T20:16:49.249841] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-17T20:16:49.250715] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-17T20:16:49.250777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:49.250816] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:49.250848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:49.250920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:49.308163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:49.309068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:49.309155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:49.309188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:49.430415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:49.430587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:49.430630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:49.430659] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:49.434102] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-17T20:16:49.434409] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-17T20:16:49.434542] [INFO ] [sig       ] AVBP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:49.577219] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVBP.txt
[2025-12-17T20:16:49.577367] [INFO ] [sig       ] [305/3576] Completed AVBP in 0.3s | 2.91 sym/s | Total: 1.7m | ETA: 18.8m
[2025-12-17T20:16:49.577405] [INFO ] [sig       ] [306/3576] Forecasting AVD...
[2025-12-17T20:16:49.577434] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-17T20:16:49.577466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-17T20:16:49.589503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-17T20:16:49.589963] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-17T20:16:49.590809] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-17T20:16:49.590865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:49.590900] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:49.590928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:49.590986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:49.649134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:49.650095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:49.650259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:49.650306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:49.796236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:49.796392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:49.796433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:49.796462] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:49.799884] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-17T20:16:49.800191] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-17T20:16:49.800337] [INFO ] [sig       ] AVD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:49.942354] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVD.txt
[2025-12-17T20:16:49.942487] [INFO ] [sig       ] [306/3576] Completed AVD in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-17T20:16:49.942525] [INFO ] [sig       ] [307/3576] Forecasting AVDL...
[2025-12-17T20:16:49.942554] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-17T20:16:49.942603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-17T20:16:49.954457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-17T20:16:49.954803] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-17T20:16:49.955600] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-17T20:16:49.955656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:49.955688] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:49.955715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:49.955770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:50.011874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:50.012981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:50.013067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:50.013102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:50.137134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:50.137315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:50.137357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:50.137384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:50.140771] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-17T20:16:50.141038] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-17T20:16:50.141165] [INFO ] [sig       ] AVDL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:50.279101] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVDL.txt
[2025-12-17T20:16:50.279237] [INFO ] [sig       ] [307/3576] Completed AVDL in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-17T20:16:50.279275] [INFO ] [sig       ] [308/3576] Forecasting AVGO...
[2025-12-17T20:16:50.279305] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-17T20:16:50.279334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-17T20:16:50.290738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-17T20:16:50.291007] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-17T20:16:50.291779] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-17T20:16:50.291831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:50.291861] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:50.291887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:50.291943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:50.346689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:50.347303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:50.347381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:50.347412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:50.469363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:50.469518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:50.469559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:50.469607] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:50.472983] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=47.70%)
[2025-12-17T20:16:50.473259] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-17T20:16:50.473399] [INFO ] [sig       ] AVGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:50.613631] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVGO.txt
[2025-12-17T20:16:50.613779] [INFO ] [sig       ] [308/3576] Completed AVGO in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:50.613817] [INFO ] [sig       ] [309/3576] Forecasting AVGX...
[2025-12-17T20:16:50.613846] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-17T20:16:50.613878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-17T20:16:50.625030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-17T20:16:50.625311] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-17T20:16:50.626074] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-17T20:16:50.626125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:50.626157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:50.626183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:50.626239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:50.682890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:50.683763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:50.683878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:50.683911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:50.809261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:50.809420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:50.809458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:50.809487] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:50.812840] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-17T20:16:50.813131] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-17T20:16:50.813272] [INFO ] [sig       ] AVGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:50.953652] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVGX.txt
[2025-12-17T20:16:50.953803] [INFO ] [sig       ] [309/3576] Completed AVGX in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:50.953842] [INFO ] [sig       ] [310/3576] Forecasting AVK...
[2025-12-17T20:16:50.953874] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-17T20:16:50.953905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-17T20:16:50.965430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-17T20:16:50.965733] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-17T20:16:50.966482] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-17T20:16:50.966532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:50.966563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:50.966609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:50.966666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:51.023014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:51.024103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:51.024197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:51.024230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:51.143022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:51.143174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:51.143215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:51.143244] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:51.146534] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-17T20:16:51.146818] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-17T20:16:51.146947] [INFO ] [sig       ] AVK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:51.282525] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVK.txt
[2025-12-17T20:16:51.282678] [INFO ] [sig       ] [310/3576] Completed AVK in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:51.282719] [INFO ] [sig       ] [311/3576] Forecasting AVNS...
[2025-12-17T20:16:51.282748] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-17T20:16:51.282779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-17T20:16:51.294217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-17T20:16:51.294554] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-17T20:16:51.295341] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-17T20:16:51.295392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:51.295435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:51.295462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:51.295517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:51.349919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:51.350594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:51.350675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:51.350707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:51.468816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:51.468993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:51.469033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:51.469061] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:51.472422] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-17T20:16:51.472712] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-17T20:16:51.472840] [INFO ] [sig       ] AVNS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:51.611053] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVNS.txt
[2025-12-17T20:16:51.611188] [INFO ] [sig       ] [311/3576] Completed AVNS in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:51.611227] [INFO ] [sig       ] [312/3576] Forecasting AVO...
[2025-12-17T20:16:51.611255] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-17T20:16:51.611288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-17T20:16:51.622644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-17T20:16:51.622952] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-17T20:16:51.623727] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-17T20:16:51.623779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:51.623811] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:51.623836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:51.623892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:51.677974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:51.678709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:51.678788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:51.678821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:51.794145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:51.794300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:51.794340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:51.794368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:51.797693] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=63.20%)
[2025-12-17T20:16:51.797964] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-17T20:16:51.798093] [INFO ] [sig       ] AVO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:51.934513] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AVO.txt
[2025-12-17T20:16:51.934698] [INFO ] [sig       ] [312/3576] Completed AVO in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:51.934739] [INFO ] [sig       ] [313/3576] Forecasting AVTX...
[2025-12-17T20:16:51.934769] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-17T20:16:51.934800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-17T20:16:51.946154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-17T20:16:51.946459] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-17T20:16:51.947253] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-17T20:16:51.947304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:51.947336] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:51.947362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:51.947418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:52.001759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:52.002387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:52.002467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:52.002499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:52.121291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:52.121446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:52.121487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:52.121516] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:52.124848] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-17T20:16:52.125116] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-17T20:16:52.125243] [INFO ] [sig       ] AVTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:52.261551] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVTX.txt
[2025-12-17T20:16:52.261702] [INFO ] [sig       ] [313/3576] Completed AVTX in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:52.261742] [INFO ] [sig       ] [314/3576] Forecasting AVXL...
[2025-12-17T20:16:52.261771] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-17T20:16:52.261801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-17T20:16:52.274633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-17T20:16:52.275100] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-17T20:16:52.275951] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-17T20:16:52.276003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:52.276035] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:52.276064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:52.276123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:52.331144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:52.332038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:52.332125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:52.332157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:52.448733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:52.448923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:52.448964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:52.448991] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:52.452347] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-17T20:16:52.452643] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-17T20:16:52.452772] [INFO ] [sig       ] AVXL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:52.591761] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVXL.txt
[2025-12-17T20:16:52.591930] [INFO ] [sig       ] [314/3576] Completed AVXL in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:52.591989] [INFO ] [sig       ] [315/3576] Forecasting AVY...
[2025-12-17T20:16:52.592035] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-17T20:16:52.592071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-17T20:16:52.607790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-17T20:16:52.608139] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-17T20:16:52.609015] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-17T20:16:52.609076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:52.609108] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:52.609134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:52.609190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:52.672430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:52.673100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:52.673204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:52.673252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:52.806588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:52.806744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:52.806786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:52.806815] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:52.810426] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-17T20:16:52.810722] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-17T20:16:52.810851] [INFO ] [sig       ] AVY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:52.960620] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AVY.txt
[2025-12-17T20:16:52.960761] [INFO ] [sig       ] [315/3576] Completed AVY in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:52.960813] [INFO ] [sig       ] [316/3576] Forecasting AWF...
[2025-12-17T20:16:52.960855] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-17T20:16:52.960898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-17T20:16:52.972180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-17T20:16:52.972485] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-17T20:16:52.973255] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-17T20:16:52.973306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:52.973383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:52.973412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:52.973468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:53.027536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:53.028230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:53.028312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:53.028343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:53.145380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:53.145534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:53.145590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:53.145623] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:53.148893] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-17T20:16:53.149163] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-17T20:16:53.149303] [INFO ] [sig       ] AWF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:53.284146] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AWF.txt
[2025-12-17T20:16:53.284270] [INFO ] [sig       ] [316/3576] Completed AWF in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:53.284309] [INFO ] [sig       ] [317/3576] Forecasting AWI...
[2025-12-17T20:16:53.284339] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-17T20:16:53.284369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-17T20:16:53.295692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-17T20:16:53.296024] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-17T20:16:53.296796] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-17T20:16:53.296846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:53.296877] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:53.296904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:53.296959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:53.351540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:53.352230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:53.352328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:53.352360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:53.470896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:53.471056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:53.471104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:53.471140] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:53.474496] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-17T20:16:53.474780] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-17T20:16:53.474905] [INFO ] [sig       ] AWI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:53.614126] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AWI.txt
[2025-12-17T20:16:53.614288] [INFO ] [sig       ] [317/3576] Completed AWI in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:53.614327] [INFO ] [sig       ] [318/3576] Forecasting AWK...
[2025-12-17T20:16:53.614355] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-17T20:16:53.614386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-17T20:16:53.626394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-17T20:16:53.626730] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-17T20:16:53.627487] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-17T20:16:53.627537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:53.627587] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:53.627617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:53.627672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:53.682877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:53.683627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:53.683709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:53.683742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:53.811279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:53.811446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:53.811489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:53.811534] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:53.815284] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-12-17T20:16:53.815629] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-17T20:16:53.815779] [INFO ] [sig       ] AWK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:53.967184] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AWK.txt
[2025-12-17T20:16:53.967335] [INFO ] [sig       ] [318/3576] Completed AWK in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:53.967388] [INFO ] [sig       ] [319/3576] Forecasting AWP...
[2025-12-17T20:16:53.967435] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-17T20:16:53.967484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-17T20:16:53.983933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-17T20:16:53.984300] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-17T20:16:53.985310] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-17T20:16:53.985370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:53.985401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:53.985426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:53.985483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:54.046520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:54.047423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:54.047511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:54.047545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:54.174936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:54.175097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:54.175137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:54.175165] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:54.179453] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-17T20:16:54.179797] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-17T20:16:54.179945] [INFO ] [sig       ] AWP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:54.334360] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AWP.txt
[2025-12-17T20:16:54.334508] [INFO ] [sig       ] [319/3576] Completed AWP in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:54.334549] [INFO ] [sig       ] [320/3576] Forecasting AWRE...
[2025-12-17T20:16:54.334602] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-17T20:16:54.334638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-17T20:16:54.346939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-17T20:16:54.347316] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-17T20:16:54.348116] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-17T20:16:54.348170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:54.348203] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:54.348231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:54.348288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:54.409530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:54.410341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:54.410625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:54.410675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:54.534605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:54.534764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:54.534805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:54.534832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:54.538523] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-12-17T20:16:54.538867] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-17T20:16:54.539029] [INFO ] [sig       ] AWRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:54.688127] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AWRE.txt
[2025-12-17T20:16:54.688290] [INFO ] [sig       ] [320/3576] Completed AWRE in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:54.688334] [INFO ] [sig       ] [321/3576] Forecasting AXGN...
[2025-12-17T20:16:54.688366] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-17T20:16:54.688397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-17T20:16:54.701114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-17T20:16:54.701514] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-17T20:16:54.702347] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-17T20:16:54.702400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:54.702432] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:54.702459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:54.702516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:54.762664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:54.763661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:54.763766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:54.763808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:54.895625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:54.895789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:54.895830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:54.895857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:54.899858] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-17T20:16:54.900161] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-17T20:16:54.900298] [INFO ] [sig       ] AXGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:55.051791] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AXGN.txt
[2025-12-17T20:16:55.051953] [INFO ] [sig       ] [321/3576] Completed AXGN in 0.4s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:55.051999] [INFO ] [sig       ] [322/3576] Forecasting AXL...
[2025-12-17T20:16:55.052031] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-17T20:16:55.052062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-17T20:16:55.063906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-17T20:16:55.064267] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-17T20:16:55.065078] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-17T20:16:55.065131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:55.065163] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:55.065201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:55.065259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:55.127408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:55.128266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:55.128352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:55.128385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:55.250722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:55.250885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:55.250925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:55.250952] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:55.254274] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=16.60%)
[2025-12-17T20:16:55.254548] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-17T20:16:55.254694] [INFO ] [sig       ] AXL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:55.392139] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AXL.txt
[2025-12-17T20:16:55.392303] [INFO ] [sig       ] [322/3576] Completed AXL in 0.3s | 2.91 sym/s | Total: 1.8m | ETA: 18.7m
[2025-12-17T20:16:55.392346] [INFO ] [sig       ] [323/3576] Forecasting AXON...
[2025-12-17T20:16:55.392376] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-17T20:16:55.392407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-17T20:16:55.404413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-17T20:16:55.404765] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-17T20:16:55.405607] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-17T20:16:55.405660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:55.405693] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:55.405720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:55.405777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:55.465343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:55.466091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:55.466191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:55.466228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:55.590708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:55.590880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:55.590928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:55.590957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:55.594524] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-17T20:16:55.594854] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-17T20:16:55.594993] [INFO ] [sig       ] AXON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:55.744322] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AXON.txt
[2025-12-17T20:16:55.744465] [INFO ] [sig       ] [323/3576] Completed AXON in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-17T20:16:55.744505] [INFO ] [sig       ] [324/3576] Forecasting AXP...
[2025-12-17T20:16:55.744536] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-17T20:16:55.744567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-17T20:16:55.757074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-17T20:16:55.757433] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-17T20:16:55.758378] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-17T20:16:55.758436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:55.758470] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:55.758497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:55.758569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:55.817775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:55.818526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:55.818646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:55.818684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:55.950045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:55.950209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:55.950258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:55.950294] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:55.953997] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=33.40%)
[2025-12-17T20:16:55.954279] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-17T20:16:55.954438] [INFO ] [sig       ] AXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:56.099747] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AXP.txt
[2025-12-17T20:16:56.099883] [INFO ] [sig       ] [324/3576] Completed AXP in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:56.099923] [INFO ] [sig       ] [325/3576] Forecasting AXS...
[2025-12-17T20:16:56.099954] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-17T20:16:56.099984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-17T20:16:56.111970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-17T20:16:56.112312] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-17T20:16:56.113174] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-17T20:16:56.113243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:56.113290] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:56.113330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:56.113393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:56.172930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:56.173812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:56.173917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:56.173968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:56.304720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:56.304887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:56.304936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:56.304977] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:56.308960] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-17T20:16:56.309278] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-17T20:16:56.309413] [INFO ] [sig       ] AXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:56.460675] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AXS.txt
[2025-12-17T20:16:56.460814] [INFO ] [sig       ] [325/3576] Completed AXS in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:56.460854] [INFO ] [sig       ] [326/3576] Forecasting AXSM...
[2025-12-17T20:16:56.460884] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-17T20:16:56.460924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-17T20:16:56.473710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-17T20:16:56.474083] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-17T20:16:56.474987] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-17T20:16:56.475050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:56.475084] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:56.475111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:56.475168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:56.535809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:56.536711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:56.536828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:56.536863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:56.661218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:56.661378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:56.661421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:56.661448] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:56.665199] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=63.12%)
[2025-12-17T20:16:56.665476] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-17T20:16:56.665625] [INFO ] [sig       ] AXSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:56.812872] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AXSM.txt
[2025-12-17T20:16:56.813016] [INFO ] [sig       ] [326/3576] Completed AXSM in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:56.813076] [INFO ] [sig       ] [327/3576] Forecasting AXTA...
[2025-12-17T20:16:56.813130] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-17T20:16:56.813164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-17T20:16:56.825542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-17T20:16:56.825907] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-17T20:16:56.826870] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-17T20:16:56.826922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:56.826955] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:56.826981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:56.827036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:56.888357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:56.889249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:56.889334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:56.889368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:57.016644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:57.016804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:57.016845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:57.016874] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:57.020522] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-17T20:16:57.020829] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-17T20:16:57.020968] [INFO ] [sig       ] AXTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:57.166097] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AXTA.txt
[2025-12-17T20:16:57.166254] [INFO ] [sig       ] [327/3576] Completed AXTA in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:57.166295] [INFO ] [sig       ] [328/3576] Forecasting AXTI...
[2025-12-17T20:16:57.166325] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-17T20:16:57.166355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-17T20:16:57.178684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-17T20:16:57.179080] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-17T20:16:57.179908] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-17T20:16:57.179964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:57.179995] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:57.180020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:57.180076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:57.239113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:57.239916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:57.240004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:57.240038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:57.372600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:57.372760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:57.372817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:57.372861] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:57.376335] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=35.78%)
[2025-12-17T20:16:57.376637] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-17T20:16:57.376774] [INFO ] [sig       ] AXTI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:57.525345] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AXTI.txt
[2025-12-17T20:16:57.525488] [INFO ] [sig       ] [328/3576] Completed AXTI in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:57.525528] [INFO ] [sig       ] [329/3576] Forecasting AYI...
[2025-12-17T20:16:57.525558] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-17T20:16:57.525616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-17T20:16:57.538085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-17T20:16:57.538458] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-17T20:16:57.539304] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-17T20:16:57.539368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:57.539404] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:57.539432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:57.539487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:57.599742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:57.600490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:57.600594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:57.600631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:57.731516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:57.731705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:57.731751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:57.731780] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:57.735258] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-17T20:16:57.735548] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-17T20:16:57.735701] [INFO ] [sig       ] AYI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:57.883253] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AYI.txt
[2025-12-17T20:16:57.883425] [INFO ] [sig       ] [329/3576] Completed AYI in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:57.883466] [INFO ] [sig       ] [330/3576] Forecasting AZ...
[2025-12-17T20:16:57.883494] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-17T20:16:57.883526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-17T20:16:57.895192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-17T20:16:57.895504] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-17T20:16:57.896411] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-17T20:16:57.896466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:57.896498] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:57.896524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:57.896603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:57.956097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:57.956907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:57.956992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:57.957025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:58.079246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:58.079408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:58.079450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:58.079479] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:58.082851] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-17T20:16:58.083130] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-17T20:16:58.083277] [INFO ] [sig       ] AZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:58.221792] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AZ.txt
[2025-12-17T20:16:58.221949] [INFO ] [sig       ] [330/3576] Completed AZ in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:58.221988] [INFO ] [sig       ] [331/3576] Forecasting AZN...
[2025-12-17T20:16:58.222017] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-17T20:16:58.222050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-17T20:16:58.233503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-17T20:16:58.233919] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-17T20:16:58.234734] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-17T20:16:58.234787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:58.234819] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:58.234846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:58.234902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:58.290453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:58.291330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:58.291419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:58.291451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:58.413966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:58.414150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:58.414191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:58.414220] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:58.417781] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-17T20:16:58.418102] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-17T20:16:58.418241] [INFO ] [sig       ] AZN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:58.575067] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AZN.txt
[2025-12-17T20:16:58.575235] [INFO ] [sig       ] [331/3576] Completed AZN in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:58.575274] [INFO ] [sig       ] [332/3576] Forecasting AZO...
[2025-12-17T20:16:58.575305] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-17T20:16:58.575337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-17T20:16:58.588398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-17T20:16:58.588840] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-17T20:16:58.589745] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-17T20:16:58.589799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:58.589831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:58.589857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:58.589912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:58.645336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:58.646207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:58.646298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:58.646330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:58.768341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:58.768718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:58.768760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:58.768790] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:58.772199] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-17T20:16:58.772474] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-17T20:16:58.772620] [INFO ] [sig       ] AZO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:58.911641] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AZO.txt
[2025-12-17T20:16:58.911794] [INFO ] [sig       ] [332/3576] Completed AZO in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:58.911832] [INFO ] [sig       ] [333/3576] Forecasting AZTA...
[2025-12-17T20:16:58.911862] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-17T20:16:58.911892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-17T20:16:58.922961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-17T20:16:58.923344] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-17T20:16:58.924201] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-17T20:16:58.924255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:58.924315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:58.924344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:58.924401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:58.979332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:58.980207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:58.980296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:58.980328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:59.109444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:59.109835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:59.109889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:59.109918] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:59.113866] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-17T20:16:59.114204] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-17T20:16:59.114361] [INFO ] [sig       ] AZTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:16:59.299206] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/AZTA.txt
[2025-12-17T20:16:59.299434] [INFO ] [sig       ] [333/3576] Completed AZTA in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:59.299503] [INFO ] [sig       ] [334/3576] Forecasting AZZ...
[2025-12-17T20:16:59.299556] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-17T20:16:59.299632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-17T20:16:59.317448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-17T20:16:59.318047] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-17T20:16:59.319217] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-17T20:16:59.319288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:59.319323] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:59.319359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:59.319432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:59.399301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:59.400546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:59.400691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:59.400750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:16:59.568496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:16:59.568717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:16:59.568783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:16:59.568835] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:16:59.574280] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2025-12-17T20:16:59.574831] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-17T20:16:59.575082] [INFO ] [sig       ] AZZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:16:59.809876] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/AZZ.txt
[2025-12-17T20:16:59.810124] [INFO ] [sig       ] [334/3576] Completed AZZ in 0.5s | 2.90 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:16:59.810195] [INFO ] [sig       ] [335/3576] Forecasting BA...
[2025-12-17T20:16:59.810249] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-17T20:16:59.810305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-17T20:16:59.841655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-17T20:16:59.842208] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-17T20:16:59.843497] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-17T20:16:59.843591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:16:59.843676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:16:59.843724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:16:59.843814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:16:59.919040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:16:59.920186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:16:59.920307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:16:59.920340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:00.072018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:00.072216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:00.072277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:00.072322] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:00.077441] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-12-17T20:17:00.077898] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-17T20:17:00.078092] [INFO ] [sig       ] BA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:00.297951] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BA.txt
[2025-12-17T20:17:00.298180] [INFO ] [sig       ] [335/3576] Completed BA in 0.5s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-17T20:17:00.298247] [INFO ] [sig       ] [336/3576] Forecasting BABA...
[2025-12-17T20:17:00.298296] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-17T20:17:00.298353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-17T20:17:00.311645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-17T20:17:00.312067] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-17T20:17:00.313030] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-17T20:17:00.313088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:00.313122] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:00.313149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:00.313208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:00.373395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:00.374306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:00.374392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:00.374429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:00.508609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:00.508786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:00.508830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:00.508894] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:00.512505] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-17T20:17:00.512815] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-17T20:17:00.512949] [INFO ] [sig       ] BABA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:00.670407] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BABA.txt
[2025-12-17T20:17:00.670563] [INFO ] [sig       ] [336/3576] Completed BABA in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-17T20:17:00.670623] [INFO ] [sig       ] [337/3576] Forecasting BABX...
[2025-12-17T20:17:00.670653] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-17T20:17:00.670686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-17T20:17:00.683174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-17T20:17:00.683647] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-17T20:17:00.684468] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-17T20:17:00.684532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:00.684598] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:00.684633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:00.684694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:00.746109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:00.747102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:00.747221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:00.747267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:00.880115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:00.880321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:00.880390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:00.881285] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:00.884790] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-17T20:17:00.885077] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-17T20:17:00.885212] [INFO ] [sig       ] BABX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:01.041399] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BABX.txt
[2025-12-17T20:17:01.041565] [INFO ] [sig       ] [337/3576] Completed BABX in 0.4s | 2.89 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-17T20:17:01.041629] [INFO ] [sig       ] [338/3576] Forecasting BAC...
[2025-12-17T20:17:01.041667] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-17T20:17:01.041713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-17T20:17:01.054008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-17T20:17:01.054440] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-17T20:17:01.055362] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-17T20:17:01.055418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:01.055452] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:01.055480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:01.055539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:01.119062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:01.120338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:01.120661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:01.120701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:01.244033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:01.244198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:01.244241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:01.244272] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:01.247815] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-17T20:17:01.248150] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-17T20:17:01.248293] [INFO ] [sig       ] BAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:01.389492] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAC.txt
[2025-12-17T20:17:01.389683] [INFO ] [sig       ] [338/3576] Completed BAC in 0.3s | 2.89 sym/s | Total: 1.9m | ETA: 18.6m
[2025-12-17T20:17:01.389732] [INFO ] [sig       ] [339/3576] Forecasting BAH...
[2025-12-17T20:17:01.389764] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-17T20:17:01.389795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-17T20:17:01.401498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-17T20:17:01.401858] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-17T20:17:01.402673] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-17T20:17:01.402725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:01.402756] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:01.402782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:01.402837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:01.459053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:01.460090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:01.460174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:01.460207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:01.592231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:01.592400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:01.592443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:01.592471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:01.596387] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-17T20:17:01.596774] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-17T20:17:01.596925] [INFO ] [sig       ] BAH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:01.753233] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAH.txt
[2025-12-17T20:17:01.753415] [INFO ] [sig       ] [339/3576] Completed BAH in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:01.753459] [INFO ] [sig       ] [340/3576] Forecasting BAK...
[2025-12-17T20:17:01.753488] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-17T20:17:01.753518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-17T20:17:01.766107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-17T20:17:01.766545] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-17T20:17:01.767446] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-17T20:17:01.767506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:01.767541] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:01.767569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:01.767651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:01.830112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:01.831268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:01.831426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:01.831480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:01.961499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:01.961698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:01.961742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:01.961771] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:01.965675] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-17T20:17:01.966035] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-17T20:17:01.966180] [INFO ] [sig       ] BAK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:02.116467] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAK.txt
[2025-12-17T20:17:02.116864] [INFO ] [sig       ] [340/3576] Completed BAK in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:02.116920] [INFO ] [sig       ] [341/3576] Forecasting BALL...
[2025-12-17T20:17:02.116951] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-17T20:17:02.116983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-17T20:17:02.129601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-17T20:17:02.130031] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-17T20:17:02.130912] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-17T20:17:02.130969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:02.131002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:02.131031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:02.131089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:02.190263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:02.191347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:02.191460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:02.191798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:02.325736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:02.325922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:02.325974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:02.326006] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:02.330043] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-17T20:17:02.330461] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-17T20:17:02.330654] [INFO ] [sig       ] BALL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:02.489439] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BALL.txt
[2025-12-17T20:17:02.489631] [INFO ] [sig       ] [341/3576] Completed BALL in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:02.489676] [INFO ] [sig       ] [342/3576] Forecasting BAM...
[2025-12-17T20:17:02.489706] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-17T20:17:02.489741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-17T20:17:02.502127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-17T20:17:02.502533] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-17T20:17:02.503392] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-17T20:17:02.503447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:02.503481] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:02.503509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:02.503568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:02.561678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:02.562615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:02.562706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:02.562741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:02.688987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:02.689147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:02.689188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:02.689234] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:02.692713] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-17T20:17:02.693042] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-17T20:17:02.693187] [INFO ] [sig       ] BAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:02.841690] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAM.txt
[2025-12-17T20:17:02.841852] [INFO ] [sig       ] [342/3576] Completed BAM in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:02.841890] [INFO ] [sig       ] [343/3576] Forecasting BANC...
[2025-12-17T20:17:02.841919] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-17T20:17:02.841950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-17T20:17:02.853924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-17T20:17:02.854322] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-17T20:17:02.855266] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-17T20:17:02.855326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:02.855359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:02.855389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:02.855447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:02.914445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:02.915303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:02.915421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:02.915463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:03.044528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:03.044699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:03.044744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:03.044774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:03.048331] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-17T20:17:03.048780] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-17T20:17:03.048935] [INFO ] [sig       ] BANC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:03.201495] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BANC.txt
[2025-12-17T20:17:03.201681] [INFO ] [sig       ] [343/3576] Completed BANC in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:03.201725] [INFO ] [sig       ] [344/3576] Forecasting BAND...
[2025-12-17T20:17:03.201757] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-17T20:17:03.201789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-17T20:17:03.212944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-17T20:17:03.213280] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-17T20:17:03.214141] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-17T20:17:03.214196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:03.214228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:03.214255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:03.214313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:03.271356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:03.272185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:03.272269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:03.272318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:03.395538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:03.395729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:03.395771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:03.395801] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:03.399187] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-17T20:17:03.399459] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-17T20:17:03.399609] [INFO ] [sig       ] BAND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:03.536380] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAND.txt
[2025-12-17T20:17:03.536540] [INFO ] [sig       ] [344/3576] Completed BAND in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:03.536602] [INFO ] [sig       ] [345/3576] Forecasting BANF...
[2025-12-17T20:17:03.536636] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-17T20:17:03.536666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-17T20:17:03.547950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-17T20:17:03.548290] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-17T20:17:03.549120] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-17T20:17:03.549173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:03.549204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:03.549230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:03.549285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:03.604216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:03.604913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:03.604993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:03.605026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:03.729105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:03.729257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:03.729298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:03.729332] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:03.732705] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2025-12-17T20:17:03.732981] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-17T20:17:03.733108] [INFO ] [sig       ] BANF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:03.877455] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BANF.txt
[2025-12-17T20:17:03.877789] [INFO ] [sig       ] [345/3576] Completed BANF in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:03.877830] [INFO ] [sig       ] [346/3576] Forecasting BANX...
[2025-12-17T20:17:03.877860] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-17T20:17:03.877890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-17T20:17:03.889613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-17T20:17:03.889926] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-17T20:17:03.890705] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-17T20:17:03.890757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:03.890789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:03.890827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:03.890884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:03.947041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:03.947976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:03.948058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:03.948090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:04.064954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:04.065109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:04.065151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:04.065181] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:04.068658] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-17T20:17:04.068960] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-17T20:17:04.069088] [INFO ] [sig       ] BANX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:04.218188] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BANX.txt
[2025-12-17T20:17:04.218357] [INFO ] [sig       ] [346/3576] Completed BANX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:04.218406] [INFO ] [sig       ] [347/3576] Forecasting BAP...
[2025-12-17T20:17:04.218443] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-17T20:17:04.218482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-17T20:17:04.230303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-17T20:17:04.230624] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-17T20:17:04.231651] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-17T20:17:04.231705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:04.231738] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:04.231764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:04.231821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:04.292132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:04.293044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:04.293141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:04.293199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:04.418249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:04.418415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:04.418472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:04.418509] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:04.422026] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=34.97%)
[2025-12-17T20:17:04.422301] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-17T20:17:04.422437] [INFO ] [sig       ] BAP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:04.560468] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BAP.txt
[2025-12-17T20:17:04.560618] [INFO ] [sig       ] [347/3576] Completed BAP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:04.560659] [INFO ] [sig       ] [348/3576] Forecasting BATRA...
[2025-12-17T20:17:04.560689] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-17T20:17:04.560720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-17T20:17:04.571523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-17T20:17:04.571842] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-17T20:17:04.572635] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-17T20:17:04.572688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:04.572719] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:04.572745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:04.572800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:04.628208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:04.628909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:04.628989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:04.629021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:04.745814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:04.745965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:04.746007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:04.746034] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:04.749504] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-17T20:17:04.749812] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-17T20:17:04.749939] [INFO ] [sig       ] BATRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:04.905210] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BATRA.txt
[2025-12-17T20:17:04.905371] [INFO ] [sig       ] [348/3576] Completed BATRA in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:04.905419] [INFO ] [sig       ] [349/3576] Forecasting BATRK...
[2025-12-17T20:17:04.905455] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-17T20:17:04.905491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-17T20:17:04.917940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-17T20:17:04.918351] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-17T20:17:04.919256] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-17T20:17:04.919312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:04.919346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:04.919374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:04.919431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:04.977913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:04.978842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:04.978997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:04.979035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:05.102978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:05.103215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:05.103258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:05.103288] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:05.106953] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-17T20:17:05.107253] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-17T20:17:05.107389] [INFO ] [sig       ] BATRK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:05.246233] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BATRK.txt
[2025-12-17T20:17:05.246374] [INFO ] [sig       ] [349/3576] Completed BATRK in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:05.246417] [INFO ] [sig       ] [350/3576] Forecasting BAX...
[2025-12-17T20:17:05.246449] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-17T20:17:05.246492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-17T20:17:05.258960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-17T20:17:05.259365] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-17T20:17:05.260168] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-17T20:17:05.260221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:05.260293] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:05.260322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:05.260387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:05.316141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:05.317031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:05.317115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:05.317147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:05.434823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:05.434985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:05.435027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:05.435057] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:05.438549] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-17T20:17:05.438880] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-17T20:17:05.439016] [INFO ] [sig       ] BAX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:05.582664] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BAX.txt
[2025-12-17T20:17:05.582806] [INFO ] [sig       ] [350/3576] Completed BAX in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:05.582843] [INFO ] [sig       ] [351/3576] Forecasting BB...
[2025-12-17T20:17:05.582873] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-17T20:17:05.582904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-17T20:17:05.594662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-17T20:17:05.595050] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-17T20:17:05.595866] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-17T20:17:05.595920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:05.595953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:05.595980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:05.596037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:05.654808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:05.655695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:05.655777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:05.655812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:05.790480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:05.790647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:05.790689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:05.790719] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:05.794010] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-17T20:17:05.794280] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-17T20:17:05.794407] [INFO ] [sig       ] BB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:05.932876] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BB.txt
[2025-12-17T20:17:05.933013] [INFO ] [sig       ] [351/3576] Completed BB in 0.4s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:05.933051] [INFO ] [sig       ] [352/3576] Forecasting BBAI...
[2025-12-17T20:17:05.933081] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-17T20:17:05.933111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-17T20:17:05.944873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-17T20:17:05.945164] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-17T20:17:05.945938] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-17T20:17:05.945990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:05.946022] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:05.946049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:05.946105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:06.000791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:06.001376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:06.001453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:06.001485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:06.122199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:06.122372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:06.122421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:06.122455] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:06.125948] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-17T20:17:06.126217] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-17T20:17:06.126341] [INFO ] [sig       ] BBAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:06.265115] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBAI.txt
[2025-12-17T20:17:06.265243] [INFO ] [sig       ] [352/3576] Completed BBAI in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:06.265279] [INFO ] [sig       ] [353/3576] Forecasting BBCP...
[2025-12-17T20:17:06.265309] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-17T20:17:06.265339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-17T20:17:06.277266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-17T20:17:06.277593] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-17T20:17:06.278357] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-17T20:17:06.278419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:06.278457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:06.278490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:06.278559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:06.333847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:06.334483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:06.334562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:06.334612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:06.455927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:06.456095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:06.456135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:06.456163] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:06.459537] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-17T20:17:06.459820] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-17T20:17:06.459943] [INFO ] [sig       ] BBCP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:06.599432] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBCP.txt
[2025-12-17T20:17:06.599559] [INFO ] [sig       ] [353/3576] Completed BBCP in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:06.599615] [INFO ] [sig       ] [354/3576] Forecasting BBD...
[2025-12-17T20:17:06.599644] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-17T20:17:06.599676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-17T20:17:06.610439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-17T20:17:06.610762] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-17T20:17:06.611510] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-17T20:17:06.611562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:06.611619] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:06.611646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:06.611702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:06.666935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:06.667696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:06.667777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:06.667809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:06.796050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:06.796239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:06.796288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:06.796320] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:06.799913] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-17T20:17:06.800179] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-17T20:17:06.800313] [INFO ] [sig       ] BBD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:06.937728] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBD.txt
[2025-12-17T20:17:06.937862] [INFO ] [sig       ] [354/3576] Completed BBD in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-17T20:17:06.937901] [INFO ] [sig       ] [355/3576] Forecasting BBDO...
[2025-12-17T20:17:06.937931] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-17T20:17:06.937963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-17T20:17:06.949750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-17T20:17:06.950074] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-17T20:17:06.950852] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-17T20:17:06.950904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:06.950936] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:06.950963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:06.951021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:07.007367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:07.008154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:07.008235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:07.008268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:07.127223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:07.127374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:07.127430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:07.127465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:07.130810] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-17T20:17:07.131072] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-17T20:17:07.131197] [INFO ] [sig       ] BBDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:07.270652] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBDO.txt
[2025-12-17T20:17:07.270784] [INFO ] [sig       ] [355/3576] Completed BBDO in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-17T20:17:07.270823] [INFO ] [sig       ] [356/3576] Forecasting BBH...
[2025-12-17T20:17:07.270853] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-17T20:17:07.270885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-17T20:17:07.282609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-17T20:17:07.282944] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-17T20:17:07.283735] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-17T20:17:07.283787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:07.283819] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:07.283846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:07.283902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:07.345068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:07.345766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:07.345846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:07.345878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:07.449850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:07.449999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:07.450040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:07.450069] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:07.453414] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-17T20:17:07.453707] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-17T20:17:07.453848] [INFO ] [sig       ] BBH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:07.594238] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BBH.txt
[2025-12-17T20:17:07.594376] [INFO ] [sig       ] [356/3576] Completed BBH in 0.3s | 2.89 sym/s | Total: 2.0m | ETA: 18.5m
[2025-12-17T20:17:07.594425] [INFO ] [sig       ] [357/3576] Forecasting BBIO...
[2025-12-17T20:17:07.594459] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-17T20:17:07.594505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-17T20:17:07.606245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-17T20:17:07.606591] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-17T20:17:07.607412] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-17T20:17:07.607478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:07.607520] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:07.607555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:07.607644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:07.666970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:07.667744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:07.667827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:07.667861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:07.795445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:07.795824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:07.795868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:07.795897] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:07.799330] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-17T20:17:07.799629] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-17T20:17:07.799761] [INFO ] [sig       ] BBIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:07.947091] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBIO.txt
[2025-12-17T20:17:07.947223] [INFO ] [sig       ] [357/3576] Completed BBIO in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:07.947262] [INFO ] [sig       ] [358/3576] Forecasting BBLG...
[2025-12-17T20:17:07.947290] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-17T20:17:07.947323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-17T20:17:07.959221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-17T20:17:07.959566] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-17T20:17:07.960772] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-17T20:17:07.960824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:07.960855] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:07.960881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:07.960936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:08.017165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:08.017878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:08.017958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:08.017994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:08.132906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:08.133058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:08.133098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:08.133127] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:08.136397] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-17T20:17:08.136677] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-17T20:17:08.136800] [INFO ] [sig       ] BBLG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:08.275280] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBLG.txt
[2025-12-17T20:17:08.275438] [INFO ] [sig       ] [358/3576] Completed BBLG in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:08.275481] [INFO ] [sig       ] [359/3576] Forecasting BBN...
[2025-12-17T20:17:08.275511] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-17T20:17:08.275542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-17T20:17:08.287746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-17T20:17:08.288042] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-17T20:17:08.288810] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-17T20:17:08.288901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:08.288933] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:08.288960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:08.289019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:08.344895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:08.345552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:08.345652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:08.345685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:08.461906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:08.462065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:08.462106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:08.462134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:08.465452] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-17T20:17:08.465744] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-17T20:17:08.465868] [INFO ] [sig       ] BBN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:08.607077] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBN.txt
[2025-12-17T20:17:08.607235] [INFO ] [sig       ] [359/3576] Completed BBN in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:08.607274] [INFO ] [sig       ] [360/3576] Forecasting BBSI...
[2025-12-17T20:17:08.607303] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-17T20:17:08.607334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-17T20:17:08.619684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-17T20:17:08.620045] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-17T20:17:08.620933] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-17T20:17:08.620986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:08.621020] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:08.621049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:08.621107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:08.682104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:08.683010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:08.683131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:08.683166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:08.807094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:08.807247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:08.807289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:08.807318] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:08.810888] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-17T20:17:08.811162] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-17T20:17:08.811287] [INFO ] [sig       ] BBSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:08.952037] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBSI.txt
[2025-12-17T20:17:08.952169] [INFO ] [sig       ] [360/3576] Completed BBSI in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:08.952207] [INFO ] [sig       ] [361/3576] Forecasting BBUC...
[2025-12-17T20:17:08.952237] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-17T20:17:08.952268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-17T20:17:08.963455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-17T20:17:08.963836] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-17T20:17:08.964855] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-17T20:17:08.964909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:08.964943] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:08.964971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:08.965029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:09.027636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:09.028826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:09.028924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:09.028960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:09.158061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:09.158221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:09.158262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:09.158292] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:09.162096] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-17T20:17:09.162425] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-17T20:17:09.162609] [INFO ] [sig       ] BBUC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:09.312737] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBUC.txt
[2025-12-17T20:17:09.312892] [INFO ] [sig       ] [361/3576] Completed BBUC in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:09.312932] [INFO ] [sig       ] [362/3576] Forecasting BBVA...
[2025-12-17T20:17:09.312962] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-17T20:17:09.312993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-17T20:17:09.325112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-17T20:17:09.325482] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-17T20:17:09.326517] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-17T20:17:09.326616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:09.326819] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:09.326849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:09.326907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:09.386259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:09.387163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:09.387267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:09.387303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:09.508448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:09.508623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:09.508666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:09.508694] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:09.512339] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-17T20:17:09.512647] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-17T20:17:09.512809] [INFO ] [sig       ] BBVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:09.657165] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BBVA.txt
[2025-12-17T20:17:09.657298] [INFO ] [sig       ] [362/3576] Completed BBVA in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:09.657342] [INFO ] [sig       ] [363/3576] Forecasting BBWI...
[2025-12-17T20:17:09.657371] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-17T20:17:09.657403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-17T20:17:09.669775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-17T20:17:09.670162] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-17T20:17:09.671004] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-17T20:17:09.671058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:09.671093] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:09.671122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:09.671180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:09.730296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:09.731170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:09.731257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:09.731290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:09.857508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:09.857690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:09.857731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:09.857760] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:09.861597] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-17T20:17:09.862134] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-17T20:17:09.862290] [INFO ] [sig       ] BBWI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:10.020066] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BBWI.txt
[2025-12-17T20:17:10.020287] [INFO ] [sig       ] [363/3576] Completed BBWI in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:10.020332] [INFO ] [sig       ] [364/3576] Forecasting BBY...
[2025-12-17T20:17:10.020364] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-17T20:17:10.020396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-17T20:17:10.034452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-17T20:17:10.034888] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-17T20:17:10.035879] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-17T20:17:10.035944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:10.035988] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:10.036034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:10.036133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:10.097553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:10.098470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:10.098590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:10.098627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:10.222563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:10.222969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:10.223017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:10.223046] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:10.227354] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-17T20:17:10.227848] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-17T20:17:10.228004] [INFO ] [sig       ] BBY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:10.385329] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BBY.txt
[2025-12-17T20:17:10.385485] [INFO ] [sig       ] [364/3576] Completed BBY in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:10.385526] [INFO ] [sig       ] [365/3576] Forecasting BC...
[2025-12-17T20:17:10.385554] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-17T20:17:10.385610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-17T20:17:10.397711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-17T20:17:10.398125] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-17T20:17:10.399055] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-17T20:17:10.399111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:10.399143] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:10.399171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:10.399227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:10.461348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:10.462437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:10.462523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:10.462556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:10.593904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:10.594066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:10.594106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:10.594134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:10.598289] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-17T20:17:10.598847] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-17T20:17:10.599179] [INFO ] [sig       ] BC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:10.744431] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BC.txt
[2025-12-17T20:17:10.744624] [INFO ] [sig       ] [365/3576] Completed BC in 0.4s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:10.744673] [INFO ] [sig       ] [366/3576] Forecasting BCAL...
[2025-12-17T20:17:10.744704] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-17T20:17:10.744735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-17T20:17:10.756343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-17T20:17:10.756926] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-17T20:17:10.757953] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-17T20:17:10.758005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:10.758039] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:10.758066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:10.758131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:10.815518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:10.816433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:10.816547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:10.816613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:10.938640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:10.938804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:10.938899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:10.938934] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:10.942436] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2025-12-17T20:17:10.942748] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-17T20:17:10.942883] [INFO ] [sig       ] BCAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:11.088016] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCAL.txt
[2025-12-17T20:17:11.088169] [INFO ] [sig       ] [366/3576] Completed BCAL in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:11.088208] [INFO ] [sig       ] [367/3576] Forecasting BCAX...
[2025-12-17T20:17:11.088239] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-17T20:17:11.088270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-17T20:17:11.100405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-17T20:17:11.100849] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-17T20:17:11.101730] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-17T20:17:11.101788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:11.101876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:11.101925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:11.102009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:11.160282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:11.161136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:11.161220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:11.161254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:11.287153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:11.287324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:11.287374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:11.287404] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:11.290930] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-12-17T20:17:11.291203] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-17T20:17:11.291339] [INFO ] [sig       ] BCAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:11.429591] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCAX.txt
[2025-12-17T20:17:11.429721] [INFO ] [sig       ] [367/3576] Completed BCAX in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:11.429767] [INFO ] [sig       ] [368/3576] Forecasting BCBP...
[2025-12-17T20:17:11.429799] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-17T20:17:11.429838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-17T20:17:11.441897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-17T20:17:11.442191] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-17T20:17:11.443133] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-17T20:17:11.443186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:11.443217] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:11.443243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:11.443298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:11.499236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:11.499976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:11.500086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:11.500121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:11.617545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:11.617717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:11.617758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:11.617786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:11.621158] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-12-17T20:17:11.621444] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-17T20:17:11.621587] [INFO ] [sig       ] BCBP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:11.759978] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCBP.txt
[2025-12-17T20:17:11.760124] [INFO ] [sig       ] [368/3576] Completed BCBP in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:11.760163] [INFO ] [sig       ] [369/3576] Forecasting BCC...
[2025-12-17T20:17:11.760193] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-17T20:17:11.760224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-17T20:17:11.771354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-17T20:17:11.771663] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-17T20:17:11.772409] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-17T20:17:11.772461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:11.772493] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:11.772520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:11.772597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:11.829298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:11.830107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:11.830191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:11.830223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:11.948667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:11.948824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:11.948878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:11.948907] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:11.952272] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-17T20:17:11.952537] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-17T20:17:11.952680] [INFO ] [sig       ] BCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:12.092234] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCC.txt
[2025-12-17T20:17:12.092363] [INFO ] [sig       ] [369/3576] Completed BCC in 0.3s | 2.89 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:12.092400] [INFO ] [sig       ] [370/3576] Forecasting BCDA...
[2025-12-17T20:17:12.092428] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-17T20:17:12.092460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-17T20:17:12.103375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-17T20:17:12.103691] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-17T20:17:12.104439] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-17T20:17:12.104491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:12.104532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:12.104560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:12.104635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:12.160072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:12.160856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:12.160937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:12.160969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:12.274964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:12.275110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:12.275150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:12.275208] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:12.278629] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-12-17T20:17:12.278923] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-17T20:17:12.279050] [INFO ] [sig       ] BCDA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:12.419428] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCDA.txt
[2025-12-17T20:17:12.419556] [INFO ] [sig       ] [370/3576] Completed BCDA in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:12.419633] [INFO ] [sig       ] [371/3576] Forecasting BCE...
[2025-12-17T20:17:12.419665] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-17T20:17:12.419696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-17T20:17:12.430766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-17T20:17:12.431048] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-17T20:17:12.431841] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-17T20:17:12.431893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:12.431924] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:12.431950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:12.432005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:12.489387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:12.490148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:12.490227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:12.490259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:12.614298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:12.614449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:12.614490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:12.614518] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:12.618078] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-17T20:17:12.618366] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-17T20:17:12.618514] [INFO ] [sig       ] BCE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:12.764702] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCE.txt
[2025-12-17T20:17:12.764857] [INFO ] [sig       ] [371/3576] Completed BCE in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-17T20:17:12.764899] [INFO ] [sig       ] [372/3576] Forecasting BCH...
[2025-12-17T20:17:12.764931] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-17T20:17:12.764962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-17T20:17:12.776212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-17T20:17:12.776506] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-17T20:17:12.777361] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-17T20:17:12.777413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:12.777444] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:12.777470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:12.777603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:12.836875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:12.837674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:12.837761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:12.837794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:12.959121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:12.959275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:12.959316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:12.959346] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:12.962911] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-17T20:17:12.963185] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-17T20:17:12.963313] [INFO ] [sig       ] BCH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:13.106828] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCH.txt
[2025-12-17T20:17:13.106961] [INFO ] [sig       ] [372/3576] Completed BCH in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-17T20:17:13.106999] [INFO ] [sig       ] [373/3576] Forecasting BCML...
[2025-12-17T20:17:13.107028] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-17T20:17:13.107083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-17T20:17:13.118595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-17T20:17:13.118938] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-17T20:17:13.119790] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-17T20:17:13.119843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:13.119874] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:13.119899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:13.119954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:13.179471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:13.180332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:13.180426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:13.180461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:13.288155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:13.288311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:13.288352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:13.288380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:13.291713] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-17T20:17:13.291977] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-17T20:17:13.292100] [INFO ] [sig       ] BCML: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:13.436266] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCML.txt
[2025-12-17T20:17:13.436427] [INFO ] [sig       ] [373/3576] Completed BCML in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.4m
[2025-12-17T20:17:13.436473] [INFO ] [sig       ] [374/3576] Forecasting BCO...
[2025-12-17T20:17:13.436511] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-17T20:17:13.436546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-17T20:17:13.448206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-17T20:17:13.448604] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-17T20:17:13.449409] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-17T20:17:13.449462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:13.449494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:13.449521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:13.449600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:13.506848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:13.507795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:13.507885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:13.507917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:13.630303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:13.630464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:13.630508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:13.630535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:13.634180] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-17T20:17:13.634498] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-17T20:17:13.634657] [INFO ] [sig       ] BCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:13.783449] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCO.txt
[2025-12-17T20:17:13.783623] [INFO ] [sig       ] [374/3576] Completed BCO in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:13.783667] [INFO ] [sig       ] [375/3576] Forecasting BCPC...
[2025-12-17T20:17:13.783698] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-17T20:17:13.783729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-17T20:17:13.795248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-17T20:17:13.795650] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-17T20:17:13.796424] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-17T20:17:13.796477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:13.796510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:13.796540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:13.796629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:13.857629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:13.858663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:13.858771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:13.858815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:13.981363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:13.981522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:13.981562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:13.981611] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:13.985215] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-17T20:17:13.985520] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-17T20:17:13.985678] [INFO ] [sig       ] BCPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:14.126601] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCPC.txt
[2025-12-17T20:17:14.126740] [INFO ] [sig       ] [375/3576] Completed BCPC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:14.126780] [INFO ] [sig       ] [376/3576] Forecasting BCRX...
[2025-12-17T20:17:14.126809] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-17T20:17:14.126839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-17T20:17:14.138421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-17T20:17:14.138720] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-17T20:17:14.139503] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-17T20:17:14.139554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:14.139605] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:14.139635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:14.139694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:14.195795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:14.196398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:14.196476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:14.196507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:14.315010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:14.315116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:14.315152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:14.315179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:14.318275] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-12-17T20:17:14.318531] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-17T20:17:14.318670] [INFO ] [sig       ] BCRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:14.456041] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCRX.txt
[2025-12-17T20:17:14.456167] [INFO ] [sig       ] [376/3576] Completed BCRX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:14.456206] [INFO ] [sig       ] [377/3576] Forecasting BCS...
[2025-12-17T20:17:14.456236] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-17T20:17:14.456266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-17T20:17:14.471745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-17T20:17:14.472055] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-17T20:17:14.472877] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-17T20:17:14.472928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:14.472964] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:14.472993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:14.473053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:14.529527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:14.530144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:14.530248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:14.530281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:14.648734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:14.648867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:14.648906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:14.648948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:14.652272] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-17T20:17:14.652540] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-17T20:17:14.652695] [INFO ] [sig       ] BCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:14.792102] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCS.txt
[2025-12-17T20:17:14.792229] [INFO ] [sig       ] [377/3576] Completed BCS in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:14.792267] [INFO ] [sig       ] [378/3576] Forecasting BCSF...
[2025-12-17T20:17:14.792296] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-17T20:17:14.792327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-17T20:17:14.803980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-17T20:17:14.804245] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-17T20:17:14.805039] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-17T20:17:14.805090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:14.805120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:14.805146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:14.805201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:14.860258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:14.860914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:14.860996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:14.861029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:14.980632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:14.980777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:14.980817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:14.980843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:14.984142] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-17T20:17:14.984408] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-17T20:17:14.984530] [INFO ] [sig       ] BCSF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:15.123639] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BCSF.txt
[2025-12-17T20:17:15.123805] [INFO ] [sig       ] [378/3576] Completed BCSF in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:15.123846] [INFO ] [sig       ] [379/3576] Forecasting BCTX...
[2025-12-17T20:17:15.123879] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-17T20:17:15.123909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-17T20:17:15.135342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-17T20:17:15.135656] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-17T20:17:15.136435] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-17T20:17:15.136487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:15.136519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:15.136546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:15.136635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:15.193311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:15.194017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:15.194112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:15.194147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:15.312487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:15.312649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:15.312698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:15.312734] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:15.315996] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-17T20:17:15.316260] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-17T20:17:15.316384] [INFO ] [sig       ] BCTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:15.454711] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCTX.txt
[2025-12-17T20:17:15.454834] [INFO ] [sig       ] [379/3576] Completed BCTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:15.454872] [INFO ] [sig       ] [380/3576] Forecasting BCX...
[2025-12-17T20:17:15.454900] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-17T20:17:15.454932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-17T20:17:15.466415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-17T20:17:15.466713] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-17T20:17:15.467479] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-17T20:17:15.467531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:15.467563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:15.467615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:15.467686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:15.522838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:15.523446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:15.523524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:15.523555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:15.643958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:15.644105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:15.644145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:15.644173] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:15.647461] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-17T20:17:15.647751] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-17T20:17:15.647876] [INFO ] [sig       ] BCX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:15.790391] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCX.txt
[2025-12-17T20:17:15.790556] [INFO ] [sig       ] [380/3576] Completed BCX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:15.790619] [INFO ] [sig       ] [381/3576] Forecasting BCYC...
[2025-12-17T20:17:15.790657] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-17T20:17:15.790693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-17T20:17:15.802175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-17T20:17:15.802502] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-17T20:17:15.803418] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-17T20:17:15.803474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:15.803517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:15.803547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:15.803655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:15.859944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:15.860731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:15.860821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:15.860855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:15.979763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:15.979918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:15.979958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:15.979985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:15.983292] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-17T20:17:15.983555] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-17T20:17:15.983698] [INFO ] [sig       ] BCYC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:16.119252] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BCYC.txt
[2025-12-17T20:17:16.119386] [INFO ] [sig       ] [381/3576] Completed BCYC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:16.119424] [INFO ] [sig       ] [382/3576] Forecasting BDC...
[2025-12-17T20:17:16.119454] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-17T20:17:16.119484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-17T20:17:16.133042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-17T20:17:16.133337] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-17T20:17:16.134155] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-17T20:17:16.134208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:16.134239] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:16.134265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:16.134322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:16.191194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:16.191858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:16.191939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:16.191971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:16.309473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:16.309640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:16.309683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:16.309711] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:16.312997] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-17T20:17:16.313264] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-17T20:17:16.313391] [INFO ] [sig       ] BDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:16.463757] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BDC.txt
[2025-12-17T20:17:16.463935] [INFO ] [sig       ] [382/3576] Completed BDC in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:16.463975] [INFO ] [sig       ] [383/3576] Forecasting BDJ...
[2025-12-17T20:17:16.464005] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-17T20:17:16.464036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-17T20:17:16.475334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-17T20:17:16.475655] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-17T20:17:16.476449] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-17T20:17:16.476509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:16.476543] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:16.476593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:16.476666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:16.534593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:16.535371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:16.535467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:16.535501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:16.657516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:16.657688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:16.657730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:16.657761] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:16.661721] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-17T20:17:16.661992] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-17T20:17:16.662119] [INFO ] [sig       ] BDJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:16.801604] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BDJ.txt
[2025-12-17T20:17:16.801720] [INFO ] [sig       ] [383/3576] Completed BDJ in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:16.801756] [INFO ] [sig       ] [384/3576] Forecasting BDN...
[2025-12-17T20:17:16.801785] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-17T20:17:16.801816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-17T20:17:16.813565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-17T20:17:16.814002] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-17T20:17:16.814801] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-17T20:17:16.814853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:16.814923] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:16.814952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:16.815010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:16.870820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:16.871494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:16.871588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:16.871623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:16.992348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:16.992487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:16.992527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:16.992555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:16.995839] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-17T20:17:16.996105] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-17T20:17:16.996229] [INFO ] [sig       ] BDN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:17.137610] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BDN.txt
[2025-12-17T20:17:17.137764] [INFO ] [sig       ] [384/3576] Completed BDN in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:17.137804] [INFO ] [sig       ] [385/3576] Forecasting BDRX...
[2025-12-17T20:17:17.137835] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-17T20:17:17.137865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-17T20:17:17.149380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-17T20:17:17.149779] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-17T20:17:17.150585] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-17T20:17:17.150660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:17.150721] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:17.150766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:17.150850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:17.207191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:17.208061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:17.208154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:17.208205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:17.333775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:17.333929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:17.333973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:17.334018] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:17.337481] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-17T20:17:17.337778] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-17T20:17:17.337909] [INFO ] [sig       ] BDRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:17.482492] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BDRX.txt
[2025-12-17T20:17:17.482658] [INFO ] [sig       ] [385/3576] Completed BDRX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-17T20:17:17.482706] [INFO ] [sig       ] [386/3576] Forecasting BDSX...
[2025-12-17T20:17:17.482740] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-17T20:17:17.482771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-17T20:17:17.494014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-17T20:17:17.494376] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-17T20:17:17.495243] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-17T20:17:17.495296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:17.495331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:17.495365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:17.495437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:17.553473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:17.554333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:17.554416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:17.554449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:17.670625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:17.670803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:17.670863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:17.670896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:17.674544] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-17T20:17:17.674910] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-17T20:17:17.675224] [INFO ] [sig       ] BDSX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:17.825716] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BDSX.txt
[2025-12-17T20:17:17.825868] [INFO ] [sig       ] [386/3576] Completed BDSX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:17.825914] [INFO ] [sig       ] [387/3576] Forecasting BDTX...
[2025-12-17T20:17:17.825946] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-17T20:17:17.825978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-17T20:17:17.838785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-17T20:17:17.839110] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-17T20:17:17.839891] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-17T20:17:17.839942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:17.839973] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:17.839998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:17.840054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:17.895757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:17.896445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:17.896540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:17.896596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:18.013637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:18.013786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:18.013826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:18.013885] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:18.017173] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-17T20:17:18.017448] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-17T20:17:18.017590] [INFO ] [sig       ] BDTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:18.155433] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BDTX.txt
[2025-12-17T20:17:18.155606] [INFO ] [sig       ] [387/3576] Completed BDTX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:18.155648] [INFO ] [sig       ] [388/3576] Forecasting BDX...
[2025-12-17T20:17:18.155677] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-17T20:17:18.155710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-17T20:17:18.167777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-17T20:17:18.168185] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-17T20:17:18.169020] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-17T20:17:18.169075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:18.169117] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:18.169145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:18.169200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:18.227749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:18.228649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:18.228738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:18.228771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:18.353758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:18.353911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:18.353950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:18.353978] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:18.357303] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-12-17T20:17:18.357601] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-17T20:17:18.357727] [INFO ] [sig       ] BDX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:18.498921] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BDX.txt
[2025-12-17T20:17:18.499095] [INFO ] [sig       ] [388/3576] Completed BDX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:18.499137] [INFO ] [sig       ] [389/3576] Forecasting BE...
[2025-12-17T20:17:18.499166] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-17T20:17:18.499199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-17T20:17:18.512113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-17T20:17:18.512539] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-17T20:17:18.513612] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-17T20:17:18.513673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:18.513706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:18.513735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:18.513792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:18.572204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:18.573137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:18.573223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:18.573256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:18.709513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:18.709694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:18.709737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:18.709767] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:18.713230] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-17T20:17:18.713513] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-17T20:17:18.713668] [INFO ] [sig       ] BE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:18.856563] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BE.txt
[2025-12-17T20:17:18.856716] [INFO ] [sig       ] [389/3576] Completed BE in 0.4s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:18.856755] [INFO ] [sig       ] [390/3576] Forecasting BEAM...
[2025-12-17T20:17:18.856784] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-17T20:17:18.856815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-17T20:17:18.868919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-17T20:17:18.869236] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-17T20:17:18.870028] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-17T20:17:18.870080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:18.870111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:18.870138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:18.870194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:18.927114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:18.928050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:18.928139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:18.928173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:19.046138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:19.046298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:19.046352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:19.046381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:19.049745] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-17T20:17:19.050019] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-17T20:17:19.050150] [INFO ] [sig       ] BEAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:19.190703] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BEAM.txt
[2025-12-17T20:17:19.190850] [INFO ] [sig       ] [390/3576] Completed BEAM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:19.190888] [INFO ] [sig       ] [391/3576] Forecasting BEEM...
[2025-12-17T20:17:19.190919] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-17T20:17:19.190949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-17T20:17:19.202686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-17T20:17:19.203056] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-17T20:17:19.203886] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-17T20:17:19.203940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:19.203974] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:19.204001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:19.204059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:19.261558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:19.262265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:19.262345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:19.262376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:19.376954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:19.377120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:19.377165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:19.377195] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:19.380734] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-17T20:17:19.381045] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-17T20:17:19.381186] [INFO ] [sig       ] BEEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:19.522243] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEEM.txt
[2025-12-17T20:17:19.522401] [INFO ] [sig       ] [391/3576] Completed BEEM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.3m
[2025-12-17T20:17:19.522455] [INFO ] [sig       ] [392/3576] Forecasting BEEP...
[2025-12-17T20:17:19.522487] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-17T20:17:19.522519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-17T20:17:19.535333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-17T20:17:19.535682] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-17T20:17:19.536443] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-17T20:17:19.536495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:19.536526] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:19.536553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:19.536626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:19.592923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:19.593639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:19.593722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:19.593758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:19.712467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:19.712640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:19.712682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:19.712710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:19.716096] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2025-12-17T20:17:19.716372] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-17T20:17:19.716501] [INFO ] [sig       ] BEEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:19.918439] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEEP.txt
[2025-12-17T20:17:19.918600] [INFO ] [sig       ] [392/3576] Completed BEEP in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:19.918642] [INFO ] [sig       ] [393/3576] Forecasting BEKE...
[2025-12-17T20:17:19.918673] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-17T20:17:19.918703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-17T20:17:19.930425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-17T20:17:19.930772] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-17T20:17:19.931532] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-17T20:17:19.931601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:19.931635] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:19.931662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:19.931725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:19.986947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:19.987760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:19.987843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:19.987875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:20.107258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:20.107413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:20.107453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:20.107481] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:20.110846] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-17T20:17:20.111119] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-17T20:17:20.111246] [INFO ] [sig       ] BEKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:20.251087] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEKE.txt
[2025-12-17T20:17:20.251235] [INFO ] [sig       ] [393/3576] Completed BEKE in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:20.251275] [INFO ] [sig       ] [394/3576] Forecasting BELFA...
[2025-12-17T20:17:20.251306] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-17T20:17:20.251336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-17T20:17:20.263524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-17T20:17:20.263959] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-17T20:17:20.264783] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-17T20:17:20.264836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:20.264879] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:20.264907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:20.264963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:20.321501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:20.322382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:20.322527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:20.322594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:20.430885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:20.431050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:20.431090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:20.431120] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:20.434557] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-17T20:17:20.434866] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-17T20:17:20.435002] [INFO ] [sig       ] BELFA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:20.579028] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BELFA.txt
[2025-12-17T20:17:20.579193] [INFO ] [sig       ] [394/3576] Completed BELFA in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:20.579235] [INFO ] [sig       ] [395/3576] Forecasting BELFB...
[2025-12-17T20:17:20.579268] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-17T20:17:20.579300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-17T20:17:20.593454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-17T20:17:20.593861] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-17T20:17:20.594837] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-17T20:17:20.594891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:20.595119] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:20.595146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:20.595202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:20.652425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:20.653295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:20.653381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:20.653415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:20.778960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:20.779123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:20.779166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:20.779194] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:20.782824] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-12-17T20:17:20.783160] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-17T20:17:20.783305] [INFO ] [sig       ] BELFB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:20.938792] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BELFB.txt
[2025-12-17T20:17:20.939028] [INFO ] [sig       ] [395/3576] Completed BELFB in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:20.939074] [INFO ] [sig       ] [396/3576] Forecasting BEN...
[2025-12-17T20:17:20.939105] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-17T20:17:20.939135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-17T20:17:20.951644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-17T20:17:20.952088] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-17T20:17:20.953041] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-17T20:17:20.953101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:20.953133] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:20.953160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:20.953217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:21.011313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:21.012427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:21.012532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:21.012568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:21.132642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:21.132798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:21.132838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:21.132866] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:21.136372] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-17T20:17:21.136692] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-17T20:17:21.136834] [INFO ] [sig       ] BEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:21.276564] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEN.txt
[2025-12-17T20:17:21.276740] [INFO ] [sig       ] [396/3576] Completed BEN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:21.276781] [INFO ] [sig       ] [397/3576] Forecasting BEP...
[2025-12-17T20:17:21.276812] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-17T20:17:21.276841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-17T20:17:21.288784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-17T20:17:21.289234] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-17T20:17:21.290051] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-17T20:17:21.290105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:21.290138] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:21.290166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:21.290223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:21.345225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:21.346135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:21.346219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:21.346251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:21.466060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:21.466198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:21.466243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:21.466273] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:21.469682] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-17T20:17:21.469968] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-17T20:17:21.470091] [INFO ] [sig       ] BEP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:21.607792] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BEP.txt
[2025-12-17T20:17:21.607986] [INFO ] [sig       ] [397/3576] Completed BEP in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:21.608026] [INFO ] [sig       ] [398/3576] Forecasting BEPH...
[2025-12-17T20:17:21.608062] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-17T20:17:21.608095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-17T20:17:21.619712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-17T20:17:21.620068] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-17T20:17:21.620858] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-17T20:17:21.620910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:21.620941] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:21.620967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:21.621023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:21.677150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:21.678033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:21.678114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:21.678146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:21.793703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:21.793865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:21.793906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:21.793934] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:21.797630] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-17T20:17:21.797901] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-17T20:17:21.798027] [INFO ] [sig       ] BEPH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:21.935972] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEPH.txt
[2025-12-17T20:17:21.936117] [INFO ] [sig       ] [398/3576] Completed BEPH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:21.936158] [INFO ] [sig       ] [399/3576] Forecasting BEPI...
[2025-12-17T20:17:21.936188] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-17T20:17:21.936219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-17T20:17:21.947638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-17T20:17:21.947982] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-17T20:17:21.948772] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-17T20:17:21.948824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:21.949086] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:21.949116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:21.949173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:22.004214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:22.005021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:22.005105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:22.005138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:22.103233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:22.103384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:22.103424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:22.103452] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:22.106742] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-17T20:17:22.107016] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-17T20:17:22.107141] [INFO ] [sig       ] BEPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:22.246403] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BEPI.txt
[2025-12-17T20:17:22.246548] [INFO ] [sig       ] [399/3576] Completed BEPI in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:22.246605] [INFO ] [sig       ] [400/3576] Forecasting BFAM...
[2025-12-17T20:17:22.246636] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-17T20:17:22.246666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-17T20:17:22.258563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-17T20:17:22.258944] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-17T20:17:22.259747] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-17T20:17:22.259800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:22.259834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:22.259862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:22.259917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:22.314814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:22.315515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:22.315622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:22.315657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:22.433891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:22.434045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:22.434084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:22.434112] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:22.437410] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2025-12-17T20:17:22.437704] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-17T20:17:22.437830] [INFO ] [sig       ] BFAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:22.575122] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BFAM.txt
[2025-12-17T20:17:22.575258] [INFO ] [sig       ] [400/3576] Completed BFAM in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-17T20:17:22.575297] [INFO ] [sig       ] [401/3576] Forecasting BFC...
[2025-12-17T20:17:22.575327] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-17T20:17:22.575357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-17T20:17:22.587062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-17T20:17:22.587352] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-17T20:17:22.588164] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-17T20:17:22.588216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:22.588273] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:22.588300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:22.588356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:22.643608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:22.644224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:22.644301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:22.644332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:22.762503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:22.762828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:22.762892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:22.762957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:22.767497] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=68.81%)
[2025-12-17T20:17:22.767906] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-17T20:17:22.768065] [INFO ] [sig       ] BFC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:22.906934] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BFC.txt
[2025-12-17T20:17:22.907065] [INFO ] [sig       ] [401/3576] Completed BFC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:22.907105] [INFO ] [sig       ] [402/3576] Forecasting BFH...
[2025-12-17T20:17:22.907134] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-17T20:17:22.907163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-17T20:17:22.919020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-17T20:17:22.919322] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-17T20:17:22.920089] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-17T20:17:22.920140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:22.920171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:22.920197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:22.920251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:22.975325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:22.976011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:22.976093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:22.976124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:23.097810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:23.097960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:23.098001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:23.098030] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:23.101502] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2025-12-17T20:17:23.101796] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-17T20:17:23.101928] [INFO ] [sig       ] BFH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:23.241348] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BFH.txt
[2025-12-17T20:17:23.241513] [INFO ] [sig       ] [402/3576] Completed BFH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:23.241551] [INFO ] [sig       ] [403/3576] Forecasting BFIN...
[2025-12-17T20:17:23.241598] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-17T20:17:23.241633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-17T20:17:23.253909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-17T20:17:23.254526] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-17T20:17:23.255527] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-17T20:17:23.255608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:23.255642] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:23.255668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:23.255723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:23.311864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:23.313020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:23.313106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:23.313154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:23.441787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:23.441969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:23.442015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:23.442045] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:23.445770] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-17T20:17:23.446088] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-17T20:17:23.446249] [INFO ] [sig       ] BFIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:23.591677] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BFIN.txt
[2025-12-17T20:17:23.591816] [INFO ] [sig       ] [403/3576] Completed BFIN in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:23.591856] [INFO ] [sig       ] [404/3576] Forecasting BFK...
[2025-12-17T20:17:23.591886] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-17T20:17:23.591918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-17T20:17:23.604259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-17T20:17:23.604615] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-17T20:17:23.605533] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-17T20:17:23.605604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:23.605639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:23.605665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:23.605722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:23.666262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:23.667063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:23.667151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:23.667189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:23.797847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:23.798018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:23.798060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:23.798140] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:23.802037] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2025-12-17T20:17:23.802372] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-17T20:17:23.802515] [INFO ] [sig       ] BFK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:23.961761] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BFK.txt
[2025-12-17T20:17:23.961945] [INFO ] [sig       ] [404/3576] Completed BFK in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:23.961988] [INFO ] [sig       ] [405/3576] Forecasting BFLY...
[2025-12-17T20:17:23.962019] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-17T20:17:23.962050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-17T20:17:23.974338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-17T20:17:23.974739] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-17T20:17:23.975556] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-17T20:17:23.975629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:23.975663] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:23.975702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:23.975760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:24.037231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:24.038187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:24.038276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:24.038310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:24.172822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:24.173034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:24.173096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:24.173142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:24.176914] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-17T20:17:24.177237] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-17T20:17:24.177378] [INFO ] [sig       ] BFLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:24.333672] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BFLY.txt
[2025-12-17T20:17:24.333832] [INFO ] [sig       ] [405/3576] Completed BFLY in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:24.333873] [INFO ] [sig       ] [406/3576] Forecasting BFS...
[2025-12-17T20:17:24.333904] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-17T20:17:24.333937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-17T20:17:24.346684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-17T20:17:24.347118] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-17T20:17:24.347998] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-17T20:17:24.348063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:24.348101] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:24.348130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:24.348187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:24.404685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:24.405561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:24.405668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:24.405701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:24.522230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:24.522396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:24.522438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:24.522467] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:24.525854] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-17T20:17:24.526145] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-17T20:17:24.526281] [INFO ] [sig       ] BFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:24.666281] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BFS.txt
[2025-12-17T20:17:24.666408] [INFO ] [sig       ] [406/3576] Completed BFS in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:24.666446] [INFO ] [sig       ] [407/3576] Forecasting BFZ...
[2025-12-17T20:17:24.666481] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-17T20:17:24.666512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-17T20:17:24.678740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-17T20:17:24.679051] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-17T20:17:24.679832] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-17T20:17:24.679894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:24.679932] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:24.679963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:24.680021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:24.737060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:24.737847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:24.737927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:24.737959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:24.854822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:24.854979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:24.855020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:24.855048] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:24.858357] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2025-12-17T20:17:24.858640] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-17T20:17:24.858767] [INFO ] [sig       ] BFZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:25.000258] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BFZ.txt
[2025-12-17T20:17:25.000412] [INFO ] [sig       ] [407/3576] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:25.000451] [INFO ] [sig       ] [408/3576] Forecasting BG...
[2025-12-17T20:17:25.000482] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-17T20:17:25.000514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-17T20:17:25.011767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-17T20:17:25.012073] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-17T20:17:25.012847] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-17T20:17:25.012898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:25.012929] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:25.012956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:25.013012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:25.067815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:25.068538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:25.068636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:25.068669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:25.186176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:25.186328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:25.186367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:25.186395] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:25.189746] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=59.32%)
[2025-12-17T20:17:25.190017] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-17T20:17:25.190141] [INFO ] [sig       ] BG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:25.329815] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BG.txt
[2025-12-17T20:17:25.329955] [INFO ] [sig       ] [408/3576] Completed BG in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.2m
[2025-12-17T20:17:25.330000] [INFO ] [sig       ] [409/3576] Forecasting BGB...
[2025-12-17T20:17:25.330032] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-17T20:17:25.330061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-17T20:17:25.341541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-17T20:17:25.341837] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-17T20:17:25.342604] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-17T20:17:25.342656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:25.342687] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:25.342713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:25.342769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:25.398792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:25.399437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:25.399512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:25.399544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:25.522866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:25.523038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:25.523079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:25.523108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:25.526745] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-17T20:17:25.527074] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-17T20:17:25.527230] [INFO ] [sig       ] BGB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:25.668477] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGB.txt
[2025-12-17T20:17:25.668637] [INFO ] [sig       ] [409/3576] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:25.668678] [INFO ] [sig       ] [410/3576] Forecasting BGC...
[2025-12-17T20:17:25.668707] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-17T20:17:25.668740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-17T20:17:25.680418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-17T20:17:25.680715] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-17T20:17:25.681514] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-17T20:17:25.681566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:25.681622] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:25.681649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:25.681705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:25.739859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:25.740641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:25.740724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:25.740759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:25.865431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:25.865604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:25.865646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:25.865673] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:25.869133] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-17T20:17:25.869405] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-17T20:17:25.869530] [INFO ] [sig       ] BGC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:26.009489] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGC.txt
[2025-12-17T20:17:26.009671] [INFO ] [sig       ] [410/3576] Completed BGC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:26.009714] [INFO ] [sig       ] [411/3576] Forecasting BGH...
[2025-12-17T20:17:26.009744] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-17T20:17:26.009777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-17T20:17:26.021389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-17T20:17:26.021782] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-17T20:17:26.022759] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-17T20:17:26.022809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:26.022840] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:26.022867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:26.022922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:26.078257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:26.079125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:26.079217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:26.079283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:26.196534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:26.196701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:26.196740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:26.196769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:26.200084] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=37.66%)
[2025-12-17T20:17:26.200345] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-17T20:17:26.200468] [INFO ] [sig       ] BGH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:26.340390] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BGH.txt
[2025-12-17T20:17:26.340507] [INFO ] [sig       ] [411/3576] Completed BGH in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:26.340545] [INFO ] [sig       ] [412/3576] Forecasting BGLC...
[2025-12-17T20:17:26.340592] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-17T20:17:26.340627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-17T20:17:26.352787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-17T20:17:26.353109] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-17T20:17:26.353872] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-17T20:17:26.353927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:26.353959] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:26.353985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:26.354041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:26.410305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:26.410899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:26.410975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:26.411007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:26.526225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:26.526341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:26.526379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:26.526407] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:26.530029] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-17T20:17:26.530464] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-17T20:17:26.530610] [INFO ] [sig       ] BGLC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:26.670448] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGLC.txt
[2025-12-17T20:17:26.670610] [INFO ] [sig       ] [412/3576] Completed BGLC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:26.670653] [INFO ] [sig       ] [413/3576] Forecasting BGRN...
[2025-12-17T20:17:26.670684] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-17T20:17:26.670715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-17T20:17:26.682427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-17T20:17:26.682741] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-17T20:17:26.683508] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-17T20:17:26.683561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:26.683612] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:26.683640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:26.683698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:26.739077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:26.739768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:26.739848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:26.739882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:26.861930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:26.862039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:26.862075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:26.862103] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:26.865244] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-17T20:17:26.865509] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-17T20:17:26.865654] [INFO ] [sig       ] BGRN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:27.003270] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BGRN.txt
[2025-12-17T20:17:27.003393] [INFO ] [sig       ] [413/3576] Completed BGRN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:27.003431] [INFO ] [sig       ] [414/3576] Forecasting BGS...
[2025-12-17T20:17:27.003459] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-17T20:17:27.003489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-17T20:17:27.017627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-17T20:17:27.017966] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-17T20:17:27.018964] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-17T20:17:27.019026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:27.019067] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:27.019102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:27.019180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:27.083469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:27.084293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:27.084374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:27.084406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:27.209650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:27.209805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:27.209860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:27.209888] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:27.213387] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-17T20:17:27.213669] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-17T20:17:27.213794] [INFO ] [sig       ] BGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:27.352877] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGS.txt
[2025-12-17T20:17:27.353009] [INFO ] [sig       ] [414/3576] Completed BGS in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:27.353048] [INFO ] [sig       ] [415/3576] Forecasting BGSF...
[2025-12-17T20:17:27.353078] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-17T20:17:27.353108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-17T20:17:27.363875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-17T20:17:27.364147] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-17T20:17:27.364918] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-17T20:17:27.364980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:27.365019] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:27.365049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:27.365104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:27.420203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:27.420786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:27.420863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:27.420895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:27.536174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:27.536314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:27.536353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:27.536381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:27.539694] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-17T20:17:27.539982] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-17T20:17:27.540124] [INFO ] [sig       ] BGSF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:27.680871] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGSF.txt
[2025-12-17T20:17:27.681046] [INFO ] [sig       ] [415/3576] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:27.681085] [INFO ] [sig       ] [416/3576] Forecasting BGX...
[2025-12-17T20:17:27.681115] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-17T20:17:27.681147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-17T20:17:27.694049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-17T20:17:27.694487] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-17T20:17:27.695356] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-17T20:17:27.695422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:27.695453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:27.695480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:27.695535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:27.753239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:27.754105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:27.754192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:27.754225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:27.876919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:27.877092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:27.877131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:27.877159] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:27.880625] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=48.68%)
[2025-12-17T20:17:27.880918] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-17T20:17:27.881066] [INFO ] [sig       ] BGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:28.023112] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BGX.txt
[2025-12-17T20:17:28.023255] [INFO ] [sig       ] [416/3576] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-17T20:17:28.023294] [INFO ] [sig       ] [417/3576] Forecasting BGY...
[2025-12-17T20:17:28.023323] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-17T20:17:28.023354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-17T20:17:28.034613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-17T20:17:28.034913] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-17T20:17:28.035698] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-17T20:17:28.035752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:28.035785] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:28.035812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:28.035868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:28.091419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:28.092293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:28.092376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:28.092408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:28.213156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:28.213315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:28.213355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:28.213383] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:28.216772] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-12-17T20:17:28.217043] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-17T20:17:28.217168] [INFO ] [sig       ] BGY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:28.362836] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BGY.txt
[2025-12-17T20:17:28.362988] [INFO ] [sig       ] [417/3576] Completed BGY in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:28.363028] [INFO ] [sig       ] [418/3576] Forecasting BHC...
[2025-12-17T20:17:28.363060] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-17T20:17:28.363090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-17T20:17:28.374537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-17T20:17:28.374815] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-17T20:17:28.375553] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-17T20:17:28.375625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:28.375691] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:28.375720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:28.375776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:28.431890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:28.432771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:28.432858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:28.432891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:28.552952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:28.553111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:28.553151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:28.553179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:28.556480] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-17T20:17:28.556761] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-17T20:17:28.556885] [INFO ] [sig       ] BHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:28.696749] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BHC.txt
[2025-12-17T20:17:28.696908] [INFO ] [sig       ] [418/3576] Completed BHC in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:28.696957] [INFO ] [sig       ] [419/3576] Forecasting BHE...
[2025-12-17T20:17:28.696993] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-17T20:17:28.697032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-17T20:17:28.708907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-17T20:17:28.709303] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-17T20:17:28.710088] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-17T20:17:28.710140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:28.710171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:28.710197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:28.710253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:28.775072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:28.776205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:28.776325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:28.776384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:28.903675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:28.903832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:28.903873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:28.903901] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:28.907902] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-17T20:17:28.908287] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-17T20:17:28.908433] [INFO ] [sig       ] BHE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:29.059605] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BHE.txt
[2025-12-17T20:17:29.059763] [INFO ] [sig       ] [419/3576] Completed BHE in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:29.059806] [INFO ] [sig       ] [420/3576] Forecasting BHF...
[2025-12-17T20:17:29.059838] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-17T20:17:29.059869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-17T20:17:29.071783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-17T20:17:29.072189] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-17T20:17:29.072996] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-17T20:17:29.073048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:29.073081] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:29.073108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:29.073164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:29.132349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:29.133219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:29.133304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:29.133337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:29.254711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:29.254868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:29.254909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:29.254938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:29.258237] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=24.05%)
[2025-12-17T20:17:29.258510] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-17T20:17:29.258656] [INFO ] [sig       ] BHF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:29.409009] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BHF.txt
[2025-12-17T20:17:29.409182] [INFO ] [sig       ] [420/3576] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:29.409223] [INFO ] [sig       ] [421/3576] Forecasting BHFAL...
[2025-12-17T20:17:29.409253] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-17T20:17:29.409288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-17T20:17:29.420992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-17T20:17:29.421408] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-17T20:17:29.422232] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-17T20:17:29.422285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:29.422318] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:29.422345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:29.422402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:29.480464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:29.481352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:29.481443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:29.481477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:29.604738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:29.604897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:29.604938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:29.605003] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:29.608412] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=75.44%)
[2025-12-17T20:17:29.608714] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-17T20:17:29.608847] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:29.761865] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHFAL.txt
[2025-12-17T20:17:29.762029] [INFO ] [sig       ] [421/3576] Completed BHFAL in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:29.762069] [INFO ] [sig       ] [422/3576] Forecasting BHFAM...
[2025-12-17T20:17:29.762125] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-17T20:17:29.762159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-17T20:17:29.774413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-17T20:17:29.774847] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-17T20:17:29.775843] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-17T20:17:29.775899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:29.775931] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:29.775961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:29.776018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:29.835655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:29.836495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:29.836598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:29.836635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:29.962390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:29.962555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:29.962634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:29.962677] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:29.967032] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-12-17T20:17:29.967417] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-17T20:17:29.967568] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:30.118131] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHFAM.txt
[2025-12-17T20:17:30.118284] [INFO ] [sig       ] [422/3576] Completed BHFAM in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:30.118324] [INFO ] [sig       ] [423/3576] Forecasting BHFAN...
[2025-12-17T20:17:30.118353] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-17T20:17:30.118384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-17T20:17:30.133799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-17T20:17:30.134266] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-17T20:17:30.135253] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-17T20:17:30.135313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:30.135350] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:30.135382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:30.135456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:30.191689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:30.192525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:30.192626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:30.192660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:30.318075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:30.318228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:30.318269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:30.318298] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:30.322178] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-17T20:17:30.322520] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-17T20:17:30.322704] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:30.462417] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHFAN.txt
[2025-12-17T20:17:30.462565] [INFO ] [sig       ] [423/3576] Completed BHFAN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:30.462622] [INFO ] [sig       ] [424/3576] Forecasting BHFAO...
[2025-12-17T20:17:30.462654] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-17T20:17:30.462685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-17T20:17:30.473875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-17T20:17:30.474207] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-17T20:17:30.474991] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-17T20:17:30.475042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:30.475072] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:30.475098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:30.475153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:30.531807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:30.532688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:30.532772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:30.532806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:30.655509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:30.655679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:30.655721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:30.655749] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:30.659152] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-17T20:17:30.659426] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-17T20:17:30.659553] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:30.820231] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHFAO.txt
[2025-12-17T20:17:30.820388] [INFO ] [sig       ] [424/3576] Completed BHFAO in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:30.820429] [INFO ] [sig       ] [425/3576] Forecasting BHFAP...
[2025-12-17T20:17:30.820459] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-17T20:17:30.820490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-17T20:17:30.831915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-17T20:17:30.832261] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-17T20:17:30.833040] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-17T20:17:30.833092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:30.833123] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:30.833149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:30.833205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:30.889180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:30.889990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:30.890086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:30.890126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:31.010072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:31.010252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:31.010292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:31.010363] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:31.013769] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2025-12-17T20:17:31.014053] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-17T20:17:31.014188] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:31.151422] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHFAP.txt
[2025-12-17T20:17:31.151596] [INFO ] [sig       ] [425/3576] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:31.151639] [INFO ] [sig       ] [426/3576] Forecasting BHK...
[2025-12-17T20:17:31.151670] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-17T20:17:31.151702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-17T20:17:31.162697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-17T20:17:31.163031] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-17T20:17:31.163845] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-17T20:17:31.163898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:31.163930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:31.163956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:31.164031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:31.222590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:31.223468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:31.223568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:31.223625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:31.346312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:31.346473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:31.346516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:31.346546] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:31.349955] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2025-12-17T20:17:31.350238] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-17T20:17:31.350373] [INFO ] [sig       ] BHK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:31.492054] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHK.txt
[2025-12-17T20:17:31.492210] [INFO ] [sig       ] [426/3576] Completed BHK in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.1m
[2025-12-17T20:17:31.492251] [INFO ] [sig       ] [427/3576] Forecasting BHP...
[2025-12-17T20:17:31.492283] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-17T20:17:31.492317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-17T20:17:31.504673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-17T20:17:31.505046] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-17T20:17:31.505929] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-17T20:17:31.505984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:31.506015] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:31.506043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:31.506100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:31.563233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:31.564131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:31.564236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:31.564270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:31.686263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:31.686416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:31.686456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:31.686484] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:31.689805] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=7.18%)
[2025-12-17T20:17:31.690070] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-17T20:17:31.690195] [INFO ] [sig       ] BHP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:31.831733] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BHP.txt
[2025-12-17T20:17:31.831894] [INFO ] [sig       ] [427/3576] Completed BHP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:31.831934] [INFO ] [sig       ] [428/3576] Forecasting BHRB...
[2025-12-17T20:17:31.831964] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-17T20:17:31.832001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-17T20:17:31.843191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-17T20:17:31.843592] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-17T20:17:31.844361] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-17T20:17:31.844413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:31.844443] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:31.844470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:31.844526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:31.900364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:31.901272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:31.901392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:31.901426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:32.021003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:32.021176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:32.021217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:32.021248] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:32.024768] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-12-17T20:17:32.025067] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-17T20:17:32.025199] [INFO ] [sig       ] BHRB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:32.166864] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHRB.txt
[2025-12-17T20:17:32.167034] [INFO ] [sig       ] [428/3576] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:32.167080] [INFO ] [sig       ] [429/3576] Forecasting BHVN...
[2025-12-17T20:17:32.167112] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-17T20:17:32.167143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-17T20:17:32.178705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-17T20:17:32.179105] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-17T20:17:32.179921] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-17T20:17:32.179979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:32.180018] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:32.180058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:32.180116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:32.237969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:32.238847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:32.238955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:32.238990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:32.355775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:32.355931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:32.355972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:32.356001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:32.359371] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-12-17T20:17:32.359658] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-17T20:17:32.359781] [INFO ] [sig       ] BHVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:32.496695] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BHVN.txt
[2025-12-17T20:17:32.496827] [INFO ] [sig       ] [429/3576] Completed BHVN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:32.496865] [INFO ] [sig       ] [430/3576] Forecasting BIAF...
[2025-12-17T20:17:32.496895] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-17T20:17:32.496925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-17T20:17:32.508041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-17T20:17:32.508370] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-17T20:17:32.509169] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-17T20:17:32.509221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:32.509252] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:32.509279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:32.509334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:32.567634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:32.568279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:32.568357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:32.568389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:32.677974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:32.678129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:32.678169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:32.678197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:32.681592] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-17T20:17:32.681855] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-17T20:17:32.681983] [INFO ] [sig       ] BIAF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:32.819300] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIAF.txt
[2025-12-17T20:17:32.819453] [INFO ] [sig       ] [430/3576] Completed BIAF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:32.819493] [INFO ] [sig       ] [431/3576] Forecasting BIB...
[2025-12-17T20:17:32.819524] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-17T20:17:32.819555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-17T20:17:32.830771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-17T20:17:32.831075] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-17T20:17:32.831879] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-17T20:17:32.831931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:32.831964] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:32.831992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:32.832050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:32.890973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:32.891891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:32.891977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:32.892010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:32.997217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:32.997376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:32.997415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:32.997445] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:33.000774] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-17T20:17:33.001041] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-17T20:17:33.001167] [INFO ] [sig       ] BIB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:33.140993] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BIB.txt
[2025-12-17T20:17:33.141174] [INFO ] [sig       ] [431/3576] Completed BIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:33.141214] [INFO ] [sig       ] [432/3576] Forecasting BIIB...
[2025-12-17T20:17:33.141244] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-17T20:17:33.141275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-17T20:17:33.152753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-17T20:17:33.153095] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-17T20:17:33.153876] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-17T20:17:33.153928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:33.153959] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:33.153985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:33.154039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:33.210080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:33.210943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:33.211027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:33.211061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:33.335375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:33.335534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:33.335591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:33.335624] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:33.339087] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-17T20:17:33.339366] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-17T20:17:33.339501] [INFO ] [sig       ] BIIB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:33.487547] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BIIB.txt
[2025-12-17T20:17:33.487806] [INFO ] [sig       ] [432/3576] Completed BIIB in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:33.487871] [INFO ] [sig       ] [433/3576] Forecasting BILI...
[2025-12-17T20:17:33.487921] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-17T20:17:33.487983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-17T20:17:33.501515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-17T20:17:33.501936] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-17T20:17:33.502758] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-17T20:17:33.502812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:33.502845] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:33.502873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:33.502930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:33.559707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:33.560475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:33.560561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:33.560612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:33.681129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:33.681292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:33.681335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:33.681364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:33.685141] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=22.20%)
[2025-12-17T20:17:33.685425] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-17T20:17:33.685555] [INFO ] [sig       ] BILI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:33.826108] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BILI.txt
[2025-12-17T20:17:33.826229] [INFO ] [sig       ] [433/3576] Completed BILI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-17T20:17:33.826267] [INFO ] [sig       ] [434/3576] Forecasting BILL...
[2025-12-17T20:17:33.826297] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-17T20:17:33.826328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-17T20:17:33.837295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-17T20:17:33.837590] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-17T20:17:33.838343] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-17T20:17:33.838395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:33.838427] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:33.838454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:33.838510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:33.893614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:33.894197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:33.894277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:33.894308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:34.017263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:34.017416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:34.017458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:34.017488] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:34.020848] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-17T20:17:34.021120] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-17T20:17:34.021245] [INFO ] [sig       ] BILL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:34.160042] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BILL.txt
[2025-12-17T20:17:34.160191] [INFO ] [sig       ] [434/3576] Completed BILL in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:34.160230] [INFO ] [sig       ] [435/3576] Forecasting BIO...
[2025-12-17T20:17:34.160260] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-17T20:17:34.160291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-17T20:17:34.171805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-17T20:17:34.172128] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-17T20:17:34.172914] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-17T20:17:34.172967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:34.173023] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:34.173055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:34.173122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:34.233232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:34.234120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:34.234202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:34.234235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:34.376376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:34.376538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:34.376600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:34.376632] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:34.380130] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-17T20:17:34.380429] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-17T20:17:34.380567] [INFO ] [sig       ] BIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:34.522968] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIO.txt
[2025-12-17T20:17:34.523125] [INFO ] [sig       ] [435/3576] Completed BIO in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:34.523165] [INFO ] [sig       ] [436/3576] Forecasting BIOX...
[2025-12-17T20:17:34.523195] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-17T20:17:34.523226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-17T20:17:34.534551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-17T20:17:34.534843] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-17T20:17:34.535628] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-17T20:17:34.535681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:34.535712] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:34.535739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:34.535799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:34.590887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:34.591637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:34.591715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:34.591747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:34.710545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:34.710719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:34.710759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:34.710787] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:34.714146] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-17T20:17:34.714416] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-17T20:17:34.714543] [INFO ] [sig       ] BIOX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:34.853154] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIOX.txt
[2025-12-17T20:17:34.853301] [INFO ] [sig       ] [436/3576] Completed BIOX in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:34.853340] [INFO ] [sig       ] [437/3576] Forecasting BIP...
[2025-12-17T20:17:34.853370] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-17T20:17:34.853400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-17T20:17:34.865459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-17T20:17:34.865752] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-17T20:17:34.866504] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-17T20:17:34.866555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:34.866606] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:34.866634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:34.866689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:34.922409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:34.923104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:34.923185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:34.923219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:35.042941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:35.043098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:35.043136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:35.043164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:35.046480] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-17T20:17:35.046781] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-17T20:17:35.046919] [INFO ] [sig       ] BIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:35.186749] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIP.txt
[2025-12-17T20:17:35.186901] [INFO ] [sig       ] [437/3576] Completed BIP in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:35.186940] [INFO ] [sig       ] [438/3576] Forecasting BIPH...
[2025-12-17T20:17:35.186971] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-17T20:17:35.187003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-17T20:17:35.199034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-17T20:17:35.199393] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-17T20:17:35.200167] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-17T20:17:35.200219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:35.200250] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:35.200277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:35.200332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:35.254883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:35.255550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:35.255648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:35.255681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:35.361065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:35.361234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:35.361274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:35.361336] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:35.364686] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-17T20:17:35.364955] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-17T20:17:35.365082] [INFO ] [sig       ] BIPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:35.504541] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BIPH.txt
[2025-12-17T20:17:35.504688] [INFO ] [sig       ] [438/3576] Completed BIPH in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:35.504726] [INFO ] [sig       ] [439/3576] Forecasting BIPI...
[2025-12-17T20:17:35.504755] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-17T20:17:35.504787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-17T20:17:35.516388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-17T20:17:35.516728] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-17T20:17:35.517560] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-17T20:17:35.517631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:35.517664] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:35.517690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:35.517746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:35.573861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:35.574489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:35.574569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:35.574622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:35.683796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:35.683951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:35.683992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:35.684021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:35.687343] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2025-12-17T20:17:35.687638] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-17T20:17:35.687770] [INFO ] [sig       ] BIPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:35.823778] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIPI.txt
[2025-12-17T20:17:35.823926] [INFO ] [sig       ] [439/3576] Completed BIPI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:35.823964] [INFO ] [sig       ] [440/3576] Forecasting BIRD...
[2025-12-17T20:17:35.823993] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-17T20:17:35.824023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-17T20:17:35.835036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-17T20:17:35.835353] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-17T20:17:35.836119] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-17T20:17:35.836171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:35.836202] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:35.836229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:35.836295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:35.891972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:35.892771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:35.892857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:35.892888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:36.014998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:36.015156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:36.015197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:36.015227] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:36.018680] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-17T20:17:36.018973] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-17T20:17:36.019101] [INFO ] [sig       ] BIRD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:36.172516] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BIRD.txt
[2025-12-17T20:17:36.172680] [INFO ] [sig       ] [440/3576] Completed BIRD in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:36.172720] [INFO ] [sig       ] [441/3576] Forecasting BIRK...
[2025-12-17T20:17:36.172749] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-17T20:17:36.172781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-17T20:17:36.184162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-17T20:17:36.184465] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-17T20:17:36.185271] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-17T20:17:36.185323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:36.185355] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:36.185382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:36.185438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:36.242427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:36.243436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:36.243534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:36.243592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:36.373143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:36.373310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:36.373351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:36.373380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:36.376739] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=53.92%)
[2025-12-17T20:17:36.377007] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-17T20:17:36.377164] [INFO ] [sig       ] BIRK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:36.521072] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BIRK.txt
[2025-12-17T20:17:36.521213] [INFO ] [sig       ] [441/3576] Completed BIRK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:36.521253] [INFO ] [sig       ] [442/3576] Forecasting BITF...
[2025-12-17T20:17:36.521283] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-17T20:17:36.521312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-17T20:17:36.533417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-17T20:17:36.533736] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-17T20:17:36.534532] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-17T20:17:36.534613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:36.534648] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:36.534675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:36.534731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:36.590670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:36.591318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:36.591397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:36.591429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:36.719070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:36.719227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:36.719267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:36.719296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:36.722823] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-17T20:17:36.723174] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-17T20:17:36.723342] [INFO ] [sig       ] BITF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:36.871241] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BITF.txt
[2025-12-17T20:17:36.871407] [INFO ] [sig       ] [442/3576] Completed BITF in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:36.871448] [INFO ] [sig       ] [443/3576] Forecasting BIVI...
[2025-12-17T20:17:36.871479] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-17T20:17:36.871510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-17T20:17:36.883828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-17T20:17:36.884172] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-17T20:17:36.885146] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-17T20:17:36.885197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:36.885228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:36.885253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:36.885308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:36.941744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:36.942615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:36.942699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:36.942731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:37.062187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:37.062343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:37.062385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:37.062413] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:37.066395] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-12-17T20:17:37.066746] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-17T20:17:37.066905] [INFO ] [sig       ] BIVI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:37.209808] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BIVI.txt
[2025-12-17T20:17:37.209961] [INFO ] [sig       ] [443/3576] Completed BIVI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:37.209999] [INFO ] [sig       ] [444/3576] Forecasting BJ...
[2025-12-17T20:17:37.210029] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-17T20:17:37.210064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-17T20:17:37.221341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-17T20:17:37.221686] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-17T20:17:37.222441] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-17T20:17:37.222493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:37.222524] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:37.222550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:37.222627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:37.277175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:37.278020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:37.278104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:37.278137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:37.399146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:37.399313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:37.399353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:37.399382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:37.402680] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-12-17T20:17:37.402945] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-17T20:17:37.403072] [INFO ] [sig       ] BJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:37.541815] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BJ.txt
[2025-12-17T20:17:37.541962] [INFO ] [sig       ] [444/3576] Completed BJ in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.0m
[2025-12-17T20:17:37.542001] [INFO ] [sig       ] [445/3576] Forecasting BJRI...
[2025-12-17T20:17:37.542032] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-17T20:17:37.542064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-17T20:17:37.553084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-17T20:17:37.553420] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-17T20:17:37.554205] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-17T20:17:37.554259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:37.554291] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:37.554319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:37.554375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:37.609521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:37.610374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:37.610486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:37.610521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:37.733775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:37.733934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:37.733976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:37.734004] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:37.737297] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-17T20:17:37.737566] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-17T20:17:37.737711] [INFO ] [sig       ] BJRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:37.874192] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BJRI.txt
[2025-12-17T20:17:37.874345] [INFO ] [sig       ] [445/3576] Completed BJRI in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-17T20:17:37.874391] [INFO ] [sig       ] [446/3576] Forecasting BK...
[2025-12-17T20:17:37.874424] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-17T20:17:37.874455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-17T20:17:37.885921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-17T20:17:37.886270] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-17T20:17:37.887046] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-17T20:17:37.887097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:37.887128] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:37.887155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:37.887215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:37.942526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:37.943366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:37.943448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:37.943480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:38.063093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:38.063257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:38.063297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:38.063325] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:38.066661] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2025-12-17T20:17:38.066934] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-17T20:17:38.067060] [INFO ] [sig       ] BK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:38.207255] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BK.txt
[2025-12-17T20:17:38.207634] [INFO ] [sig       ] [446/3576] Completed BK in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-17T20:17:38.207676] [INFO ] [sig       ] [447/3576] Forecasting BKCH...
[2025-12-17T20:17:38.207706] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-17T20:17:38.207738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-17T20:17:38.219137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-17T20:17:38.219497] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-17T20:17:38.220319] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-17T20:17:38.220382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:38.220414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:38.220440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:38.220497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:38.277111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:38.277958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:38.278040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:38.278072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:38.394011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:38.394172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:38.394218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:38.394252] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:38.397598] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-17T20:17:38.397886] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-17T20:17:38.398013] [INFO ] [sig       ] BKCH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:38.541328] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BKCH.txt
[2025-12-17T20:17:38.541692] [INFO ] [sig       ] [447/3576] Completed BKCH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-17T20:17:38.541733] [INFO ] [sig       ] [448/3576] Forecasting BKD...
[2025-12-17T20:17:38.541762] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-17T20:17:38.541793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-17T20:17:38.553347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-17T20:17:38.553717] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-17T20:17:38.554513] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-17T20:17:38.554564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:38.554617] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:38.554644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:38.554699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:38.610626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:38.611511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:38.611615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:38.611649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:38.734271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:38.734428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:38.734469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:38.734500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:38.738068] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=78.08%)
[2025-12-17T20:17:38.738361] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-17T20:17:38.738497] [INFO ] [sig       ] BKD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:38.879552] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BKD.txt
[2025-12-17T20:17:38.879771] [INFO ] [sig       ] [448/3576] Completed BKD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-17T20:17:38.879815] [INFO ] [sig       ] [449/3576] Forecasting BKE...
[2025-12-17T20:17:38.879846] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-17T20:17:38.879881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-17T20:17:38.891905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-17T20:17:38.892241] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-17T20:17:38.893038] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-17T20:17:38.893091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:38.893122] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:38.893150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:38.893208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:38.949895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:38.950762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:38.950845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:38.950879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:39.090014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:39.090198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:39.090264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:39.090295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:39.093798] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=62.65%)
[2025-12-17T20:17:39.094082] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-17T20:17:39.094213] [INFO ] [sig       ] BKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:39.235321] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BKE.txt
[2025-12-17T20:17:39.235474] [INFO ] [sig       ] [449/3576] Completed BKE in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:39.235515] [INFO ] [sig       ] [450/3576] Forecasting BKH...
[2025-12-17T20:17:39.235545] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-17T20:17:39.235604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-17T20:17:39.247541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-17T20:17:39.247924] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-17T20:17:39.248729] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-17T20:17:39.248783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:39.248816] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:39.248844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:39.248943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:39.305953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:39.306815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:39.306901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:39.306935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:39.424032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:39.424204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:39.424248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:39.424279] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:39.427650] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=78.29%)
[2025-12-17T20:17:39.427916] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-17T20:17:39.428043] [INFO ] [sig       ] BKH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:39.566256] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BKH.txt
[2025-12-17T20:17:39.566382] [INFO ] [sig       ] [450/3576] Completed BKH in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:39.566419] [INFO ] [sig       ] [451/3576] Forecasting BKN...
[2025-12-17T20:17:39.566448] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-17T20:17:39.566478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-17T20:17:39.578055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-17T20:17:39.578381] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-17T20:17:39.579220] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-17T20:17:39.579272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:39.579306] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:39.579332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:39.579389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:39.636732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:39.637375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:39.637465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:39.637499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:39.756349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:39.756497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:39.756539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:39.756583] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:39.759988] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-12-17T20:17:39.760257] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-17T20:17:39.760384] [INFO ] [sig       ] BKN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:39.901729] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BKN.txt
[2025-12-17T20:17:39.901853] [INFO ] [sig       ] [451/3576] Completed BKN in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:39.901892] [INFO ] [sig       ] [452/3576] Forecasting BKNG...
[2025-12-17T20:17:39.901921] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-17T20:17:39.901952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-17T20:17:39.913436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-17T20:17:39.913738] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-17T20:17:39.914544] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-17T20:17:39.914616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:39.914694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:39.914723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:39.914780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:39.971636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:39.972278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:39.972359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:39.972560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:40.096990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:40.097151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:40.097193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:40.097223] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:40.100674] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-12-17T20:17:40.100950] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-17T20:17:40.101080] [INFO ] [sig       ] BKNG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:40.254194] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BKNG.txt
[2025-12-17T20:17:40.254323] [INFO ] [sig       ] [452/3576] Completed BKNG in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:40.254364] [INFO ] [sig       ] [453/3576] Forecasting BKSY...
[2025-12-17T20:17:40.254394] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-17T20:17:40.254427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-17T20:17:40.265734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-17T20:17:40.265998] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-17T20:17:40.266766] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-17T20:17:40.266817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:40.266859] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:40.266886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:40.266941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:40.327793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:40.328592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:40.328684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:40.328727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:40.449413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:40.449561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:40.449622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:40.449653] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:40.453126] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-17T20:17:40.453401] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-17T20:17:40.453527] [INFO ] [sig       ] BKSY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:40.598472] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BKSY.txt
[2025-12-17T20:17:40.598619] [INFO ] [sig       ] [453/3576] Completed BKSY in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:40.598660] [INFO ] [sig       ] [454/3576] Forecasting BL...
[2025-12-17T20:17:40.598690] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-17T20:17:40.598720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-17T20:17:40.609987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-17T20:17:40.610319] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-17T20:17:40.611082] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-17T20:17:40.611133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:40.611165] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:40.611193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:40.611261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:40.668850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:40.669758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:40.669840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:40.669873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:40.800162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:40.800332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:40.800370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:40.800397] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:40.803977] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-17T20:17:40.804247] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-17T20:17:40.804373] [INFO ] [sig       ] BL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:40.948438] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BL.txt
[2025-12-17T20:17:40.948819] [INFO ] [sig       ] [454/3576] Completed BL in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:40.948877] [INFO ] [sig       ] [455/3576] Forecasting BLBD...
[2025-12-17T20:17:40.948909] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-17T20:17:40.948940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-17T20:17:40.960717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-17T20:17:40.961062] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-17T20:17:40.961874] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-17T20:17:40.961926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:40.961957] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:40.961983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:40.962038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:41.019446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:41.020339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:41.020432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:41.020465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:41.141464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:41.141639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:41.141682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:41.141742] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:41.145184] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-17T20:17:41.145458] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-17T20:17:41.145608] [INFO ] [sig       ] BLBD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:41.290756] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLBD.txt
[2025-12-17T20:17:41.290915] [INFO ] [sig       ] [455/3576] Completed BLBD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:41.290955] [INFO ] [sig       ] [456/3576] Forecasting BLCN...
[2025-12-17T20:17:41.290986] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-17T20:17:41.291017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-17T20:17:41.302983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-17T20:17:41.303360] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-17T20:17:41.304164] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-17T20:17:41.304219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:41.304253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:41.304281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:41.304338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:41.361555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:41.362403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:41.362489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:41.362522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:41.466729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:41.466894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:41.466936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:41.466964] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:41.470343] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=61.65%)
[2025-12-17T20:17:41.470671] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-17T20:17:41.470811] [INFO ] [sig       ] BLCN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:41.617514] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLCN.txt
[2025-12-17T20:17:41.617702] [INFO ] [sig       ] [456/3576] Completed BLCN in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:41.617745] [INFO ] [sig       ] [457/3576] Forecasting BLCO...
[2025-12-17T20:17:41.617776] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-17T20:17:41.617814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-17T20:17:41.629983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-17T20:17:41.630325] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-17T20:17:41.631124] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-17T20:17:41.631177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:41.631210] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:41.631236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:41.631294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:41.689087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:41.689989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:41.690082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:41.690116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:41.817262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:41.817630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:41.817671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:41.817700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:41.821065] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-17T20:17:41.821344] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-17T20:17:41.821472] [INFO ] [sig       ] BLCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:41.962229] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLCO.txt
[2025-12-17T20:17:41.962384] [INFO ] [sig       ] [457/3576] Completed BLCO in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:41.962421] [INFO ] [sig       ] [458/3576] Forecasting BLD...
[2025-12-17T20:17:41.962452] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-17T20:17:41.962484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-17T20:17:41.974158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-17T20:17:41.974475] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-17T20:17:41.975266] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-17T20:17:41.975320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:41.975356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:41.975384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:41.975442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:42.034008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:42.034700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:42.034779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:42.034812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:42.150697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:42.150833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:42.150881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:42.150911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:42.154268] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2025-12-17T20:17:42.154539] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-17T20:17:42.154692] [INFO ] [sig       ] BLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:42.298725] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLD.txt
[2025-12-17T20:17:42.298879] [INFO ] [sig       ] [458/3576] Completed BLD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:42.298922] [INFO ] [sig       ] [459/3576] Forecasting BLDP...
[2025-12-17T20:17:42.298952] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-17T20:17:42.298982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-17T20:17:42.310970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-17T20:17:42.311373] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-17T20:17:42.312206] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-17T20:17:42.312269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:42.312308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:42.312339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:42.312407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:42.367484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:42.368409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:42.368495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:42.368527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:42.490043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:42.490206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:42.490248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:42.490276] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:42.493641] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-17T20:17:42.493921] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-17T20:17:42.494053] [INFO ] [sig       ] BLDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:42.633197] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLDP.txt
[2025-12-17T20:17:42.633352] [INFO ] [sig       ] [459/3576] Completed BLDP in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:42.633390] [INFO ] [sig       ] [460/3576] Forecasting BLE...
[2025-12-17T20:17:42.633422] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-17T20:17:42.633453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-17T20:17:42.645020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-17T20:17:42.645434] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-17T20:17:42.646246] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-17T20:17:42.646300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:42.646333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:42.646362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:42.646419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:42.702808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:42.703694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:42.703776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:42.703809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:42.823097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:42.823258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:42.823301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:42.823349] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:42.826827] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-17T20:17:42.827125] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-17T20:17:42.827271] [INFO ] [sig       ] BLE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:42.969048] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLE.txt
[2025-12-17T20:17:42.969203] [INFO ] [sig       ] [460/3576] Completed BLE in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:42.969242] [INFO ] [sig       ] [461/3576] Forecasting BLFS...
[2025-12-17T20:17:42.969270] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-17T20:17:42.969302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-17T20:17:42.980735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-17T20:17:42.981119] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-17T20:17:42.981922] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-17T20:17:42.981977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:42.982009] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:42.982036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:42.982093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:43.037348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:43.038212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:43.038305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:43.038337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:43.154204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:43.154362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:43.154402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:43.154430] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:43.157822] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-17T20:17:43.158108] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-17T20:17:43.158236] [INFO ] [sig       ] BLFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:43.294966] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLFS.txt
[2025-12-17T20:17:43.295082] [INFO ] [sig       ] [461/3576] Completed BLFS in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 17.9m
[2025-12-17T20:17:43.295119] [INFO ] [sig       ] [462/3576] Forecasting BLFY...
[2025-12-17T20:17:43.295148] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-17T20:17:43.295178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-17T20:17:43.306208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-17T20:17:43.306508] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-17T20:17:43.307298] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-17T20:17:43.307350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:43.307383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:43.307412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:43.307470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:43.362430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:43.363031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:43.363151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:43.363199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:43.485831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:43.485980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:43.486026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:43.486055] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:43.489527] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-17T20:17:43.489807] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-17T20:17:43.489933] [INFO ] [sig       ] BLFY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:43.628737] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLFY.txt
[2025-12-17T20:17:43.628878] [INFO ] [sig       ] [462/3576] Completed BLFY in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-17T20:17:43.628920] [INFO ] [sig       ] [463/3576] Forecasting BLK...
[2025-12-17T20:17:43.628951] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-17T20:17:43.628982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-17T20:17:43.641000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-17T20:17:43.641375] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-17T20:17:43.642189] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-17T20:17:43.642242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:43.642275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:43.642305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:43.642362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:43.698399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:43.699267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:43.699350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:43.699381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:43.822058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:43.822203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:43.822242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:43.822270] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:43.825615] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=97.70%)
[2025-12-17T20:17:43.825879] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-17T20:17:43.826003] [INFO ] [sig       ] BLK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:43.963903] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLK.txt
[2025-12-17T20:17:43.964016] [INFO ] [sig       ] [463/3576] Completed BLK in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-17T20:17:43.964054] [INFO ] [sig       ] [464/3576] Forecasting BLKB...
[2025-12-17T20:17:43.964083] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-17T20:17:43.964113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-17T20:17:43.975102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-17T20:17:43.975433] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-17T20:17:43.976203] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-17T20:17:43.976254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:43.976285] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:43.976312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:43.976377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:44.030732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:44.031347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:44.031428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:44.031459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:44.146562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:44.146727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:44.146767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:44.146794] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:44.150092] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-17T20:17:44.150364] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-17T20:17:44.150489] [INFO ] [sig       ] BLKB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:44.286765] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLKB.txt
[2025-12-17T20:17:44.286895] [INFO ] [sig       ] [464/3576] Completed BLKB in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:44.286934] [INFO ] [sig       ] [465/3576] Forecasting BLMN...
[2025-12-17T20:17:44.286964] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-17T20:17:44.286994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-17T20:17:44.298342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-17T20:17:44.298698] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-17T20:17:44.299519] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-17T20:17:44.299590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:44.299625] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:44.299652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:44.299707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:44.354168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:44.354891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:44.354973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:44.355005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:44.474418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:44.474551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:44.474608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:44.474639] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:44.477951] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-17T20:17:44.478221] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-17T20:17:44.478354] [INFO ] [sig       ] BLMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:44.619737] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLMN.txt
[2025-12-17T20:17:44.619913] [INFO ] [sig       ] [465/3576] Completed BLMN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:44.619954] [INFO ] [sig       ] [466/3576] Forecasting BLND...
[2025-12-17T20:17:44.619985] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-17T20:17:44.620016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-17T20:17:44.631951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-17T20:17:44.632260] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-17T20:17:44.633057] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-17T20:17:44.633119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:44.633151] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:44.633177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:44.633233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:44.689201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:44.689922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:44.690004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:44.690037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:44.813476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:44.813645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:44.813687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:44.813717] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:44.817097] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-17T20:17:44.817386] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-17T20:17:44.817528] [INFO ] [sig       ] BLND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:44.958336] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLND.txt
[2025-12-17T20:17:44.958469] [INFO ] [sig       ] [466/3576] Completed BLND in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:44.958508] [INFO ] [sig       ] [467/3576] Forecasting BLRX...
[2025-12-17T20:17:44.958537] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-17T20:17:44.958567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-17T20:17:44.969495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-17T20:17:44.969822] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-17T20:17:44.970592] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-17T20:17:44.970644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:44.970676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:44.970703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:44.970758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:45.027118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:45.027787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:45.027867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:45.027902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:45.143644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:45.143811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:45.143858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:45.143888] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:45.147262] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-17T20:17:45.147566] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-17T20:17:45.147715] [INFO ] [sig       ] BLRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:45.286841] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLRX.txt
[2025-12-17T20:17:45.286976] [INFO ] [sig       ] [467/3576] Completed BLRX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:45.287015] [INFO ] [sig       ] [468/3576] Forecasting BLTE...
[2025-12-17T20:17:45.287044] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-17T20:17:45.287075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-17T20:17:45.298503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-17T20:17:45.298873] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-17T20:17:45.299650] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-17T20:17:45.299702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:45.299734] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:45.299760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:45.299815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:45.356210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:45.356906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:45.356989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:45.357022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:45.482612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:45.482769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:45.482812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:45.482842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:45.486343] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-17T20:17:45.486633] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-17T20:17:45.486763] [INFO ] [sig       ] BLTE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:45.628378] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLTE.txt
[2025-12-17T20:17:45.628518] [INFO ] [sig       ] [468/3576] Completed BLTE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:45.628555] [INFO ] [sig       ] [469/3576] Forecasting BLX...
[2025-12-17T20:17:45.628603] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-17T20:17:45.628637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-17T20:17:45.639715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-17T20:17:45.640028] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-17T20:17:45.640836] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-17T20:17:45.640888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:45.640945] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:45.640974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:45.641031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:45.697112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:45.697826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:45.697906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:45.697937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:45.822094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:45.822248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:45.822294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:45.822336] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:45.825801] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-12-17T20:17:45.826075] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-17T20:17:45.826204] [INFO ] [sig       ] BLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:45.963447] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BLX.txt
[2025-12-17T20:17:45.963599] [INFO ] [sig       ] [469/3576] Completed BLX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:45.963641] [INFO ] [sig       ] [470/3576] Forecasting BLZE...
[2025-12-17T20:17:45.963671] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-17T20:17:45.963700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-17T20:17:45.974748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-17T20:17:45.975076] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-17T20:17:45.975869] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-17T20:17:45.975921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:45.975952] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:45.975979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:45.976033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:46.030594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:46.031360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:46.031445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:46.031478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:46.153475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:46.153644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:46.153686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:46.153713] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:46.156989] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-17T20:17:46.157253] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-17T20:17:46.157380] [INFO ] [sig       ] BLZE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:46.293188] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BLZE.txt
[2025-12-17T20:17:46.293315] [INFO ] [sig       ] [470/3576] Completed BLZE in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:46.293353] [INFO ] [sig       ] [471/3576] Forecasting BMA...
[2025-12-17T20:17:46.293381] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-17T20:17:46.293411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-17T20:17:46.304529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-17T20:17:46.304844] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-17T20:17:46.305629] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-17T20:17:46.305681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:46.305715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:46.305742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:46.305798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:46.364835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:46.365829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:46.365930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:46.365975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:46.488805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:46.488981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:46.489024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:46.489052] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:46.492445] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-17T20:17:46.492776] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-17T20:17:46.492905] [INFO ] [sig       ] BMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:46.630323] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BMA.txt
[2025-12-17T20:17:46.630483] [INFO ] [sig       ] [471/3576] Completed BMA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:46.630520] [INFO ] [sig       ] [472/3576] Forecasting BMBL...
[2025-12-17T20:17:46.630549] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-17T20:17:46.630600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-17T20:17:46.641768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-17T20:17:46.642131] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-17T20:17:46.642973] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-17T20:17:46.643027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:46.643059] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:46.643086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:46.643142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:46.698838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:46.699618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:46.699701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:46.699733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:46.819255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:46.819415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:46.819454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:46.819517] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:46.823997] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-17T20:17:46.824279] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-17T20:17:46.824412] [INFO ] [sig       ] BMBL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:46.961289] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BMBL.txt
[2025-12-17T20:17:46.961433] [INFO ] [sig       ] [472/3576] Completed BMBL in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:46.961471] [INFO ] [sig       ] [473/3576] Forecasting BME...
[2025-12-17T20:17:46.961499] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-17T20:17:46.961529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-17T20:17:46.972510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-17T20:17:46.972857] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-17T20:17:46.973662] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-17T20:17:46.973715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:46.973745] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:46.973771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:46.973826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:47.028646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:47.032602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:47.032725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:47.032761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:47.149361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:47.149525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:47.149604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:47.149639] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:47.153024] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-17T20:17:47.153294] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-17T20:17:47.153433] [INFO ] [sig       ] BME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:47.291472] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BME.txt
[2025-12-17T20:17:47.291636] [INFO ] [sig       ] [473/3576] Completed BME in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:47.291678] [INFO ] [sig       ] [474/3576] Forecasting BMEZ...
[2025-12-17T20:17:47.291708] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-17T20:17:47.291746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-17T20:17:47.303108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-17T20:17:47.303409] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-17T20:17:47.304191] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-17T20:17:47.304244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:47.304275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:47.304300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:47.304356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:47.359425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:47.360117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:47.360198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:47.360229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:47.476001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:47.476134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:47.476171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:47.476199] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:47.479431] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-17T20:17:47.479713] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-17T20:17:47.479838] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:47.616507] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BMEZ.txt
[2025-12-17T20:17:47.616635] [INFO ] [sig       ] [474/3576] Completed BMEZ in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:47.616674] [INFO ] [sig       ] [475/3576] Forecasting BMI...
[2025-12-17T20:17:47.616703] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-17T20:17:47.616734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-17T20:17:47.628123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-17T20:17:47.628420] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-17T20:17:47.629257] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-17T20:17:47.629311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:47.629344] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:47.629371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:47.629428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:47.684453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:47.685103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:47.685183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:47.685215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:47.811407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:47.811608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:47.811652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:47.811681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:47.815219] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-12-17T20:17:47.815491] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-17T20:17:47.815643] [INFO ] [sig       ] BMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:47.954289] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BMI.txt
[2025-12-17T20:17:47.954414] [INFO ] [sig       ] [475/3576] Completed BMI in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:47.954454] [INFO ] [sig       ] [476/3576] Forecasting BMO...
[2025-12-17T20:17:47.954482] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-17T20:17:47.954514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-17T20:17:47.966073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-17T20:17:47.966410] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-17T20:17:47.967240] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-17T20:17:47.967295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:47.967328] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:47.967356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:47.967417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:48.022030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:48.022658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:48.022736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:48.022767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:48.143439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:48.143600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:48.143641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:48.143668] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:48.146932] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-17T20:17:48.147195] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-17T20:17:48.147316] [INFO ] [sig       ] BMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:48.284831] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BMO.txt
[2025-12-17T20:17:48.284954] [INFO ] [sig       ] [476/3576] Completed BMO in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:48.284993] [INFO ] [sig       ] [477/3576] Forecasting BMRA...
[2025-12-17T20:17:48.285022] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-17T20:17:48.285053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-17T20:17:48.296329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-17T20:17:48.296690] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-17T20:17:48.297458] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-17T20:17:48.297509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:48.297550] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:48.297609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:48.297671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:48.352760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:48.353418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:48.353497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:48.353529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:48.469424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:48.469601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:48.469646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:48.469675] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:48.473073] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-17T20:17:48.473347] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-17T20:17:48.473499] [INFO ] [sig       ] BMRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:48.618662] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BMRA.txt
[2025-12-17T20:17:48.618807] [INFO ] [sig       ] [477/3576] Completed BMRA in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:48.618847] [INFO ] [sig       ] [478/3576] Forecasting BMRC...
[2025-12-17T20:17:48.618899] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-17T20:17:48.618934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-17T20:17:48.631044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-17T20:17:48.631425] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-17T20:17:48.632253] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-17T20:17:48.632308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:48.632341] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:48.632369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:48.632438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:48.691513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:48.692215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:48.692316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:48.692351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:48.816974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:48.817121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:48.817161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:48.817191] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:48.820697] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-17T20:17:48.820969] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-17T20:17:48.821096] [INFO ] [sig       ] BMRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:48.959397] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BMRC.txt
[2025-12-17T20:17:48.959545] [INFO ] [sig       ] [478/3576] Completed BMRC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.8m
[2025-12-17T20:17:48.959604] [INFO ] [sig       ] [479/3576] Forecasting BMRN...
[2025-12-17T20:17:48.959635] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-17T20:17:48.959666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-17T20:17:48.970819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-17T20:17:48.971280] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-17T20:17:48.972327] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-17T20:17:48.972407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:48.972449] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:48.972487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:48.972568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:49.030530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:49.031408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:49.031566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:49.031636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:49.148021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:49.148175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:49.148217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:49.148247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:49.151777] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-17T20:17:49.152053] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-17T20:17:49.152179] [INFO ] [sig       ] BMRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:49.291364] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BMRN.txt
[2025-12-17T20:17:49.291492] [INFO ] [sig       ] [479/3576] Completed BMRN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-17T20:17:49.291533] [INFO ] [sig       ] [480/3576] Forecasting BMY...
[2025-12-17T20:17:49.291564] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-17T20:17:49.291615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-17T20:17:49.302820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-17T20:17:49.303139] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-17T20:17:49.304035] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-17T20:17:49.304090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:49.304123] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:49.304151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:49.304208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:49.358917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:49.359521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:49.359621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:49.359657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:49.477005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:49.477147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:49.477186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:49.477215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:49.480469] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=99.87%)
[2025-12-17T20:17:49.480756] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-17T20:17:49.480883] [INFO ] [sig       ] BMY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:49.618519] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BMY.txt
[2025-12-17T20:17:49.618664] [INFO ] [sig       ] [480/3576] Completed BMY in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:49.618704] [INFO ] [sig       ] [481/3576] Forecasting BN...
[2025-12-17T20:17:49.618739] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-17T20:17:49.618773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-17T20:17:49.630484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-17T20:17:49.630836] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-17T20:17:49.631670] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-17T20:17:49.631726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:49.631758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:49.631784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:49.631842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:49.687246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:49.687901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:49.687979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:49.688012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:49.809289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:49.809451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:49.809496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:49.809531] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:49.813155] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-17T20:17:49.813433] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-17T20:17:49.813605] [INFO ] [sig       ] BN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:49.953881] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BN.txt
[2025-12-17T20:17:49.954022] [INFO ] [sig       ] [481/3576] Completed BN in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:49.954062] [INFO ] [sig       ] [482/3576] Forecasting BND...
[2025-12-17T20:17:49.954093] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-17T20:17:49.954125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-17T20:17:49.965641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-17T20:17:49.966137] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-17T20:17:49.967177] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-17T20:17:49.967230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:49.967264] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:49.967290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:49.967346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:50.023985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:50.024863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:50.024948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:50.024982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:50.150149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:50.150304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:50.150346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:50.150376] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:50.153812] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-17T20:17:50.154085] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-17T20:17:50.154231] [INFO ] [sig       ] BND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:50.292420] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BND.txt
[2025-12-17T20:17:50.292615] [INFO ] [sig       ] [482/3576] Completed BND in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:50.292681] [INFO ] [sig       ] [483/3576] Forecasting BNDX...
[2025-12-17T20:17:50.292722] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-17T20:17:50.292766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-17T20:17:50.304399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-17T20:17:50.304718] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-17T20:17:50.305468] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-17T20:17:50.305519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:50.305551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:50.305598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:50.305657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:50.360765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:50.361414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:50.361494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:50.361527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:50.489794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:50.489955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:50.490006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:50.490038] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:50.493551] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-17T20:17:50.493851] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-17T20:17:50.493990] [INFO ] [sig       ] BNDX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:50.633721] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNDX.txt
[2025-12-17T20:17:50.633887] [INFO ] [sig       ] [483/3576] Completed BNDX in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:50.633950] [INFO ] [sig       ] [484/3576] Forecasting BNED...
[2025-12-17T20:17:50.633985] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-17T20:17:50.634029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-17T20:17:50.646709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-17T20:17:50.647053] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-17T20:17:50.648161] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-17T20:17:50.648217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:50.648250] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:50.648276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:50.648332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:50.704320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:50.705027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:50.705115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:50.705149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:50.829944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:50.830097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:50.830137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:50.830183] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:50.833973] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-17T20:17:50.834277] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-17T20:17:50.834446] [INFO ] [sig       ] BNED: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:50.977602] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BNED.txt
[2025-12-17T20:17:50.977769] [INFO ] [sig       ] [484/3576] Completed BNED in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:50.977812] [INFO ] [sig       ] [485/3576] Forecasting BNGO...
[2025-12-17T20:17:50.977842] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-17T20:17:50.977874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-17T20:17:50.988953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-17T20:17:50.989245] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-17T20:17:50.990075] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-17T20:17:50.990128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:50.990160] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:50.990187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:50.990244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:51.046214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:51.046861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:51.046944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:51.046979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:51.164006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:51.164169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:51.164225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:51.164260] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:51.167696] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2025-12-17T20:17:51.167968] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-17T20:17:51.168096] [INFO ] [sig       ] BNGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:51.313172] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNGO.txt
[2025-12-17T20:17:51.313320] [INFO ] [sig       ] [485/3576] Completed BNGO in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:51.313360] [INFO ] [sig       ] [486/3576] Forecasting BNH...
[2025-12-17T20:17:51.313389] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-17T20:17:51.313422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-17T20:17:51.326014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-17T20:17:51.326397] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-17T20:17:51.327217] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-17T20:17:51.327271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:51.327331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:51.327360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:51.327418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:51.383043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:51.383750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:51.383848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:51.383895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:51.494358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:51.494502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:51.494543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:51.494589] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:51.497929] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-17T20:17:51.498201] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-17T20:17:51.498330] [INFO ] [sig       ] BNH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:51.638705] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNH.txt
[2025-12-17T20:17:51.638842] [INFO ] [sig       ] [486/3576] Completed BNH in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:51.638903] [INFO ] [sig       ] [487/3576] Forecasting BNJ...
[2025-12-17T20:17:51.638933] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-17T20:17:51.638964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-17T20:17:51.650319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-17T20:17:51.650686] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-17T20:17:51.651463] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-17T20:17:51.651516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:51.651548] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:51.651596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:51.651655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:51.712633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:51.713513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:51.713623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:51.713663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:51.824630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:51.824778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:51.824832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:51.824863] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:51.828312] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-17T20:17:51.828611] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-17T20:17:51.828742] [INFO ] [sig       ] BNJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:51.969024] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNJ.txt
[2025-12-17T20:17:51.969171] [INFO ] [sig       ] [487/3576] Completed BNJ in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:51.969212] [INFO ] [sig       ] [488/3576] Forecasting BNL...
[2025-12-17T20:17:51.969243] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-17T20:17:51.969274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-17T20:17:51.980626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-17T20:17:51.980926] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-17T20:17:51.981725] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-17T20:17:51.981776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:51.981808] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:51.981834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:51.981900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:52.037441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:52.038128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:52.038206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:52.038239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:52.158644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:52.158793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:52.158831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:52.158877] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:52.162173] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-17T20:17:52.162452] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-17T20:17:52.162590] [INFO ] [sig       ] BNL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:52.301147] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNL.txt
[2025-12-17T20:17:52.301275] [INFO ] [sig       ] [488/3576] Completed BNL in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:52.301315] [INFO ] [sig       ] [489/3576] Forecasting BNS...
[2025-12-17T20:17:52.301343] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-17T20:17:52.301376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-17T20:17:52.312320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-17T20:17:52.312634] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-17T20:17:52.313380] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-17T20:17:52.313430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:52.313460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:52.313487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:52.313542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:52.369412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:52.370166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:52.370248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:52.370280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:52.494135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:52.494290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:52.494330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:52.494359] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:52.497854] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-17T20:17:52.498131] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-17T20:17:52.498263] [INFO ] [sig       ] BNS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:52.636517] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BNS.txt
[2025-12-17T20:17:52.636662] [INFO ] [sig       ] [489/3576] Completed BNS in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:52.636702] [INFO ] [sig       ] [490/3576] Forecasting BNTC...
[2025-12-17T20:17:52.636731] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-17T20:17:52.636761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-17T20:17:52.647898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-17T20:17:52.648203] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-17T20:17:52.648997] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-17T20:17:52.649058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:52.649089] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:52.649114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:52.649169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:52.704295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:52.704957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:52.705033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:52.705065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:52.823847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:52.823988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:52.824029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:52.824056] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:52.827339] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=74.45%)
[2025-12-17T20:17:52.827661] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-17T20:17:52.827789] [INFO ] [sig       ] BNTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:52.965397] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BNTC.txt
[2025-12-17T20:17:52.965539] [INFO ] [sig       ] [490/3576] Completed BNTC in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:52.965596] [INFO ] [sig       ] [491/3576] Forecasting BNTX...
[2025-12-17T20:17:52.965630] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-17T20:17:52.965667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-17T20:17:52.977600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-17T20:17:52.977985] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-17T20:17:52.978785] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-17T20:17:52.978837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:52.982107] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:52.982157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:52.982231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:53.038437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:53.039339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:53.039433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:53.039468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:53.158356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:53.158503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:53.158544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:53.158588] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:53.161991] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-17T20:17:53.162268] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-17T20:17:53.162395] [INFO ] [sig       ] BNTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:53.300089] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BNTX.txt
[2025-12-17T20:17:53.300217] [INFO ] [sig       ] [491/3576] Completed BNTX in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:53.300255] [INFO ] [sig       ] [492/3576] Forecasting BNY...
[2025-12-17T20:17:53.300282] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-17T20:17:53.300312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-17T20:17:53.311798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-17T20:17:53.312132] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-17T20:17:53.312929] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-17T20:17:53.312981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:53.313014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:53.313042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:53.313099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:53.369704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:53.370337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:53.370414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:53.370448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:53.490429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:53.490587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:53.490636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:53.490669] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:53.493912] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-17T20:17:53.494171] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-17T20:17:53.494292] [INFO ] [sig       ] BNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:53.635208] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BNY.txt
[2025-12-17T20:17:53.635348] [INFO ] [sig       ] [492/3576] Completed BNY in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:53.635389] [INFO ] [sig       ] [493/3576] Forecasting BNZI...
[2025-12-17T20:17:53.635419] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-17T20:17:53.635452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-17T20:17:53.646783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-17T20:17:53.647087] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-17T20:17:53.648018] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-17T20:17:53.648085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:53.648126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:53.648158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:53.648217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:53.705920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:53.706712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:53.706793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:53.706826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:53.822399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:53.822546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:53.822603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:53.822637] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:53.825918] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-17T20:17:53.826182] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-17T20:17:53.826305] [INFO ] [sig       ] BNZI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:53.966455] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BNZI.txt
[2025-12-17T20:17:53.966604] [INFO ] [sig       ] [493/3576] Completed BNZI in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.7m
[2025-12-17T20:17:53.966646] [INFO ] [sig       ] [494/3576] Forecasting BOC...
[2025-12-17T20:17:53.966674] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-17T20:17:53.966706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-17T20:17:53.978557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-17T20:17:53.978937] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-17T20:17:53.979793] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-17T20:17:53.979848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:53.979881] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:53.979908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:53.979966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:54.037441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:54.038110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:54.038190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:54.038224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:54.159784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:54.159929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:54.159969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:54.159999] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:54.163345] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-17T20:17:54.163674] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-17T20:17:54.163811] [INFO ] [sig       ] BOC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:54.304531] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOC.txt
[2025-12-17T20:17:54.304717] [INFO ] [sig       ] [494/3576] Completed BOC in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-17T20:17:54.304756] [INFO ] [sig       ] [495/3576] Forecasting BOE...
[2025-12-17T20:17:54.304785] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-17T20:17:54.304817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-17T20:17:54.316393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-17T20:17:54.316740] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-17T20:17:54.317486] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-17T20:17:54.317546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:54.317606] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:54.317641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:54.317706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:54.376250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:54.377146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:54.377228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:54.377261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:54.497645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:54.497787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:54.497830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:54.497859] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:54.501267] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-17T20:17:54.501618] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-17T20:17:54.501771] [INFO ] [sig       ] BOE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:54.640998] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOE.txt
[2025-12-17T20:17:54.641141] [INFO ] [sig       ] [495/3576] Completed BOE in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-17T20:17:54.641180] [INFO ] [sig       ] [496/3576] Forecasting BOF...
[2025-12-17T20:17:54.641209] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-17T20:17:54.641241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-17T20:17:54.653253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-17T20:17:54.653620] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-17T20:17:54.654390] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-17T20:17:54.654442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:54.654474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:54.654503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:54.654592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:54.710403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:54.711122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:54.711233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:54.711265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:54.834968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:54.835118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:54.835157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:54.835186] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:54.838545] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-17T20:17:54.838837] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-17T20:17:54.838991] [INFO ] [sig       ] BOF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:54.981761] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOF.txt
[2025-12-17T20:17:54.981909] [INFO ] [sig       ] [496/3576] Completed BOF in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-17T20:17:54.981948] [INFO ] [sig       ] [497/3576] Forecasting BOH...
[2025-12-17T20:17:54.981977] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-17T20:17:54.982010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-17T20:17:54.993659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-17T20:17:54.994027] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-17T20:17:54.994857] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-17T20:17:54.994910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:54.994943] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:54.994971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:54.995027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:55.051617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:55.052376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:55.052461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:55.052498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:55.175555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:55.175737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:55.175800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:55.175830] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:55.179284] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=52.59%)
[2025-12-17T20:17:55.179553] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-17T20:17:55.179701] [INFO ] [sig       ] BOH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:55.329120] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BOH.txt
[2025-12-17T20:17:55.329324] [INFO ] [sig       ] [497/3576] Completed BOH in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-17T20:17:55.329373] [INFO ] [sig       ] [498/3576] Forecasting BOKF...
[2025-12-17T20:17:55.329404] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-17T20:17:55.329436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-17T20:17:55.342958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-17T20:17:55.343324] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-17T20:17:55.344278] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-17T20:17:55.344332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:55.344369] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:55.344397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:55.344458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:55.403310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:55.404165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:55.404251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:55.404285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:55.533240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:55.533405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:55.533449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:55.533477] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:55.537237] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-17T20:17:55.537527] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-17T20:17:55.537679] [INFO ] [sig       ] BOKF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:55.686203] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOKF.txt
[2025-12-17T20:17:55.686362] [INFO ] [sig       ] [498/3576] Completed BOKF in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:55.686403] [INFO ] [sig       ] [499/3576] Forecasting BOLD...
[2025-12-17T20:17:55.686433] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-17T20:17:55.686466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-17T20:17:55.698957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-17T20:17:55.699298] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-17T20:17:55.700117] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-17T20:17:55.700169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:55.700202] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:55.700229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:55.700285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:55.755976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:55.756638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:55.756729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:55.756777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:55.873442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:55.873617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:55.873660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:55.873690] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:55.877099] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-17T20:17:55.877372] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-17T20:17:55.877500] [INFO ] [sig       ] BOLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:56.018502] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BOLD.txt
[2025-12-17T20:17:56.018680] [INFO ] [sig       ] [499/3576] Completed BOLD in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:56.018720] [INFO ] [sig       ] [500/3576] Forecasting BOND...
[2025-12-17T20:17:56.018749] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-17T20:17:56.018781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-17T20:17:56.030232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-17T20:17:56.030560] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-17T20:17:56.031345] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-17T20:17:56.031398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:56.031432] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:56.031460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:56.031518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:56.087890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:56.088689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:56.088773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:56.088812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:56.227302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:56.227458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:56.227497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:56.227526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:56.231060] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-17T20:17:56.231343] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-17T20:17:56.231473] [INFO ] [sig       ] BOND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:56.376436] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BOND.txt
[2025-12-17T20:17:56.376609] [INFO ] [sig       ] [500/3576] Completed BOND in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:56.376651] [INFO ] [sig       ] [501/3576] Forecasting BOOM...
[2025-12-17T20:17:56.376681] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-17T20:17:56.376715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-17T20:17:56.388361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-17T20:17:56.388699] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-17T20:17:56.389508] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-17T20:17:56.389561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:56.389635] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:56.389670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:56.389741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:56.450765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:56.451626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:56.451710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:56.451744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:56.571177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:56.571335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:56.571375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:56.571405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:56.574904] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-17T20:17:56.575181] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-17T20:17:56.575323] [INFO ] [sig       ] BOOM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:56.717197] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOOM.txt
[2025-12-17T20:17:56.717327] [INFO ] [sig       ] [501/3576] Completed BOOM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:56.717365] [INFO ] [sig       ] [502/3576] Forecasting BOTZ...
[2025-12-17T20:17:56.717394] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-17T20:17:56.717424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-17T20:17:56.728971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-17T20:17:56.729366] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-17T20:17:56.730228] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-17T20:17:56.730283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:56.730316] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:56.730344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:56.730402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:56.789751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:56.790553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:56.790655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:56.790689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:56.910444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:56.910615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:56.910658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:56.910690] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:56.914110] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2025-12-17T20:17:56.914386] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-17T20:17:56.914513] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:57.057800] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BOTZ.txt
[2025-12-17T20:17:57.057969] [INFO ] [sig       ] [502/3576] Completed BOTZ in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:57.058017] [INFO ] [sig       ] [503/3576] Forecasting BOX...
[2025-12-17T20:17:57.058050] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-17T20:17:57.058088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-17T20:17:57.073561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-17T20:17:57.073974] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-17T20:17:57.074806] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-17T20:17:57.074860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:57.074929] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:57.074958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:57.075018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:57.133038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:57.133954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:57.134036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:57.134070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:57.254599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:57.254766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:57.254809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:57.254839] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:57.258357] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-17T20:17:57.258653] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-17T20:17:57.258804] [INFO ] [sig       ] BOX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:57.400087] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BOX.txt
[2025-12-17T20:17:57.400217] [INFO ] [sig       ] [503/3576] Completed BOX in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:57.400256] [INFO ] [sig       ] [504/3576] Forecasting BP...
[2025-12-17T20:17:57.400285] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-17T20:17:57.400316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-17T20:17:57.411677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-17T20:17:57.411944] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-17T20:17:57.412713] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-17T20:17:57.412765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:57.412797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:57.412823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:57.412878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:57.467887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:57.468506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:57.468599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:57.468634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:57.586769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:57.586911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:57.586948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:57.586975] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:57.590312] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-17T20:17:57.590597] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-17T20:17:57.590749] [INFO ] [sig       ] BP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:57.729101] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BP.txt
[2025-12-17T20:17:57.729223] [INFO ] [sig       ] [504/3576] Completed BP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:57.729262] [INFO ] [sig       ] [505/3576] Forecasting BPOP...
[2025-12-17T20:17:57.729296] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-17T20:17:57.729328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-17T20:17:57.740657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-17T20:17:57.740949] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-17T20:17:57.741718] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-17T20:17:57.741770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:57.741802] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:57.741828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:57.741884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:57.796493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:57.797129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:57.797204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:57.797236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:57.915781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:57.915926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:57.915964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:57.915991] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:57.919252] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-17T20:17:57.919512] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-17T20:17:57.919654] [INFO ] [sig       ] BPOP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:58.055718] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BPOP.txt
[2025-12-17T20:17:58.055838] [INFO ] [sig       ] [505/3576] Completed BPOP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:58.055876] [INFO ] [sig       ] [506/3576] Forecasting BPRN...
[2025-12-17T20:17:58.055905] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-17T20:17:58.055936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-17T20:17:58.066426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-17T20:17:58.066707] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-17T20:17:58.067441] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-17T20:17:58.067492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:58.067523] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:58.067549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:58.067624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:58.122556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:58.123215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:58.123294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:58.123327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:58.225658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:58.225815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:58.225854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:58.225910] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:58.229209] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-17T20:17:58.229472] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-17T20:17:58.229611] [INFO ] [sig       ] BPRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:58.366665] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BPRN.txt
[2025-12-17T20:17:58.366792] [INFO ] [sig       ] [506/3576] Completed BPRN in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:58.366830] [INFO ] [sig       ] [507/3576] Forecasting BPYPM...
[2025-12-17T20:17:58.366858] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-17T20:17:58.366888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-17T20:17:58.378426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-17T20:17:58.378786] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-17T20:17:58.379564] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-17T20:17:58.379637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:58.379670] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:58.379696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:58.379753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:58.434848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:58.435435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:58.435509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:58.435541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:58.544478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:58.544672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:58.544723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:58.544756] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:58.548454] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-17T20:17:58.548753] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-17T20:17:58.548908] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:58.687554] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BPYPM.txt
[2025-12-17T20:17:58.687718] [INFO ] [sig       ] [507/3576] Completed BPYPM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:58.687763] [INFO ] [sig       ] [508/3576] Forecasting BPYPO...
[2025-12-17T20:17:58.687797] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-17T20:17:58.687827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-17T20:17:58.699549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-17T20:17:58.699903] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-17T20:17:58.700718] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-17T20:17:58.700783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:58.700814] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:58.700842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:58.700901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:58.758606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:58.759260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:58.759338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:58.759371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:58.857505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:58.857679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:58.857720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:58.857766] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:58.861171] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-17T20:17:58.861442] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-17T20:17:58.861588] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:17:59.001062] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BPYPO.txt
[2025-12-17T20:17:59.001216] [INFO ] [sig       ] [508/3576] Completed BPYPO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-17T20:17:59.001258] [INFO ] [sig       ] [509/3576] Forecasting BPYPP...
[2025-12-17T20:17:59.001288] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-17T20:17:59.001319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-17T20:17:59.013393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-17T20:17:59.013740] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-17T20:17:59.014507] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-17T20:17:59.014558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:59.014609] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:59.014637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:59.014692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:59.072654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:59.073380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:59.073484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:59.073530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:59.180726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:59.180877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:59.180918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:59.180947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:59.184459] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-17T20:17:59.184760] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-17T20:17:59.184890] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:59.324594] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BPYPP.txt
[2025-12-17T20:17:59.324756] [INFO ] [sig       ] [509/3576] Completed BPYPP in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:17:59.324797] [INFO ] [sig       ] [510/3576] Forecasting BRAG...
[2025-12-17T20:17:59.324829] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-17T20:17:59.324861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-17T20:17:59.335972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-17T20:17:59.336279] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-17T20:17:59.337050] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-17T20:17:59.337102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:59.337134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:59.337161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:59.337217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:59.394520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:59.395202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:59.395299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:59.395333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:59.514855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:59.515018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:59.515059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:59.515088] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:59.518464] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-17T20:17:59.518753] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-17T20:17:59.518906] [INFO ] [sig       ] BRAG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:59.657414] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRAG.txt
[2025-12-17T20:17:59.657593] [INFO ] [sig       ] [510/3576] Completed BRAG in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:17:59.657636] [INFO ] [sig       ] [511/3576] Forecasting BRC...
[2025-12-17T20:17:59.657667] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-17T20:17:59.657697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-17T20:17:59.669890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-17T20:17:59.670303] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-17T20:17:59.671196] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-17T20:17:59.671253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:17:59.671285] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:17:59.671312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:17:59.671369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:17:59.728048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:17:59.728905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:17:59.728988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:17:59.729020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:17:59.848125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:17:59.848281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:17:59.848322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:17:59.848351] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:17:59.851784] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2025-12-17T20:17:59.852063] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-17T20:17:59.852191] [INFO ] [sig       ] BRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:17:59.993849] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRC.txt
[2025-12-17T20:17:59.993994] [INFO ] [sig       ] [511/3576] Completed BRC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:17:59.994034] [INFO ] [sig       ] [512/3576] Forecasting BRCC...
[2025-12-17T20:17:59.994063] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-17T20:17:59.994093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-17T20:18:00.007327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-17T20:18:00.007792] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-17T20:18:00.008624] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-17T20:18:00.008677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:00.008709] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:00.008751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:00.008810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:00.067861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:00.068800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:00.068937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:00.068976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:00.201969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:00.202128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:00.202170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:00.202198] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:00.205548] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-17T20:18:00.205835] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-17T20:18:00.205961] [INFO ] [sig       ] BRCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:00.343441] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRCC.txt
[2025-12-17T20:18:00.343566] [INFO ] [sig       ] [512/3576] Completed BRCC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:18:00.343623] [INFO ] [sig       ] [513/3576] Forecasting BRO...
[2025-12-17T20:18:00.343654] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-17T20:18:00.343685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-17T20:18:00.355227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-17T20:18:00.355522] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-17T20:18:00.356316] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-17T20:18:00.356369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:00.356400] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:00.356428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:00.356484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:00.411426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:00.412084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:00.412191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:00.412225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:00.532381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:00.532515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:00.532553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:00.532600] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:00.535894] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-17T20:18:00.536157] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-17T20:18:00.536277] [INFO ] [sig       ] BRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:00.674817] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRO.txt
[2025-12-17T20:18:00.674955] [INFO ] [sig       ] [513/3576] Completed BRO in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:18:00.674993] [INFO ] [sig       ] [514/3576] Forecasting BROS...
[2025-12-17T20:18:00.675023] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-17T20:18:00.675055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-17T20:18:00.686656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-17T20:18:00.686972] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-17T20:18:00.687783] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-17T20:18:00.687836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:00.687868] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:00.687895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:00.687951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:00.743174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:00.744272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:00.744373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:00.744405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:00.862042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:00.862199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:00.862238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:00.862267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:00.865618] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-17T20:18:00.865888] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-17T20:18:00.866014] [INFO ] [sig       ] BROS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:01.016298] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BROS.txt
[2025-12-17T20:18:01.016454] [INFO ] [sig       ] [514/3576] Completed BROS in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:18:01.016495] [INFO ] [sig       ] [515/3576] Forecasting BRSP...
[2025-12-17T20:18:01.016525] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-17T20:18:01.016557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-17T20:18:01.027729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-17T20:18:01.028098] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-17T20:18:01.028942] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-17T20:18:01.028995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:01.029027] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:01.029053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:01.029108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:01.087948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:01.088746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:01.088829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:01.088890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:01.214150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:01.214273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:01.214317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:01.214349] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:01.218333] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=54.25%)
[2025-12-17T20:18:01.218670] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-17T20:18:01.218846] [INFO ] [sig       ] BRSP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:01.374426] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BRSP.txt
[2025-12-17T20:18:01.374590] [INFO ] [sig       ] [515/3576] Completed BRSP in 0.4s | 2.91 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-17T20:18:01.374632] [INFO ] [sig       ] [516/3576] Forecasting BRX...
[2025-12-17T20:18:01.374665] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-17T20:18:01.374710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-17T20:18:01.386372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-17T20:18:01.386769] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-17T20:18:01.387663] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-17T20:18:01.387726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:01.387760] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:01.387786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:01.387842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:01.446053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:01.446850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:01.446928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:01.446961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:01.566634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:01.566768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:01.566830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:01.566870] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:01.570965] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-17T20:18:01.571273] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-17T20:18:01.571419] [INFO ] [sig       ] BRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:01.719157] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BRX.txt
[2025-12-17T20:18:01.719356] [INFO ] [sig       ] [516/3576] Completed BRX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:01.719410] [INFO ] [sig       ] [517/3576] Forecasting BRY...
[2025-12-17T20:18:01.719453] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-17T20:18:01.719496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-17T20:18:01.731166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-17T20:18:01.731484] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-17T20:18:01.732291] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-17T20:18:01.732344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:01.732377] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:01.732404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:01.732461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:01.793475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:01.794484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:01.794604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:01.794642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:01.918553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:01.918728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:01.918787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:01.918828] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:01.923779] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-17T20:18:01.924263] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-17T20:18:01.924475] [INFO ] [sig       ] BRY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:02.081513] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRY.txt
[2025-12-17T20:18:02.081665] [INFO ] [sig       ] [517/3576] Completed BRY in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:02.081707] [INFO ] [sig       ] [518/3576] Forecasting BRZE...
[2025-12-17T20:18:02.081737] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-17T20:18:02.081768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-17T20:18:02.093225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-17T20:18:02.093484] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-17T20:18:02.094287] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-17T20:18:02.094339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:02.094371] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:02.094398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:02.094453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:02.149058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:02.149667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:02.149748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:02.149779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:02.267311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:02.267407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:02.267442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:02.267471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:02.270590] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-17T20:18:02.270851] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-17T20:18:02.270971] [INFO ] [sig       ] BRZE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:02.406998] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BRZE.txt
[2025-12-17T20:18:02.407101] [INFO ] [sig       ] [518/3576] Completed BRZE in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:02.407139] [INFO ] [sig       ] [519/3576] Forecasting BSAC...
[2025-12-17T20:18:02.407175] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-17T20:18:02.407205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-17T20:18:02.418832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-17T20:18:02.419103] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-17T20:18:02.419882] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-17T20:18:02.419936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:02.419968] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:02.419994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:02.420049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:02.475903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:02.476462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:02.476537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:02.476569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:02.599806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:02.600099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:02.600140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:02.600168] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:02.603649] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-17T20:18:02.603953] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-17T20:18:02.604085] [INFO ] [sig       ] BSAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:02.743005] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSAC.txt
[2025-12-17T20:18:02.743141] [INFO ] [sig       ] [519/3576] Completed BSAC in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:02.743180] [INFO ] [sig       ] [520/3576] Forecasting BSCQ...
[2025-12-17T20:18:02.743208] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-17T20:18:02.743240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-17T20:18:02.758943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-17T20:18:02.759463] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-17T20:18:02.760672] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-17T20:18:02.760747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:02.760844] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:02.760895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:02.760981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:02.837772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:02.838699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:02.838806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:02.838848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:02.957015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:02.957176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:02.957217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:02.957244] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:02.961718] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-17T20:18:02.962160] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-17T20:18:02.962325] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:03.103676] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSCQ.txt
[2025-12-17T20:18:03.103807] [INFO ] [sig       ] [520/3576] Completed BSCQ in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:03.103849] [INFO ] [sig       ] [521/3576] Forecasting BSCS...
[2025-12-17T20:18:03.103879] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-17T20:18:03.103909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-17T20:18:03.115125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-17T20:18:03.115391] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-17T20:18:03.116149] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-17T20:18:03.116200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:03.116232] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:03.116258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:03.116312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:03.171005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:03.171625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:03.171701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:03.171733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:03.289713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:03.289875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:03.289913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:03.289942] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:03.293276] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-17T20:18:03.293538] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-17T20:18:03.293677] [INFO ] [sig       ] BSCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:03.431993] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSCS.txt
[2025-12-17T20:18:03.432152] [INFO ] [sig       ] [521/3576] Completed BSCS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:03.432191] [INFO ] [sig       ] [522/3576] Forecasting BSCX...
[2025-12-17T20:18:03.432222] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-17T20:18:03.432251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-17T20:18:03.444009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-17T20:18:03.444369] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-17T20:18:03.445149] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-17T20:18:03.445199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:03.445230] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:03.445256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:03.445310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:03.500769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:03.501668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:03.501752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:03.501784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:03.623125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:03.623275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:03.623312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:03.623340] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:03.626652] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-17T20:18:03.626918] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-17T20:18:03.627049] [INFO ] [sig       ] BSCX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:03.765821] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSCX.txt
[2025-12-17T20:18:03.765926] [INFO ] [sig       ] [522/3576] Completed BSCX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:03.765963] [INFO ] [sig       ] [523/3576] Forecasting BSCY...
[2025-12-17T20:18:03.765991] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-17T20:18:03.766022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-17T20:18:03.777262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-17T20:18:03.777532] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-17T20:18:03.778309] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-17T20:18:03.778361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:03.778392] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:03.778417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:03.778482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:03.834234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:03.835138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:03.835221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:03.835253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:03.955471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:03.955642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:03.955685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:03.955745] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:03.959034] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-17T20:18:03.959303] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-17T20:18:03.959425] [INFO ] [sig       ] BSCY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:04.149783] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSCY.txt
[2025-12-17T20:18:04.149933] [INFO ] [sig       ] [523/3576] Completed BSCY in 0.4s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:04.149971] [INFO ] [sig       ] [524/3576] Forecasting BSJQ...
[2025-12-17T20:18:04.150002] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-17T20:18:04.150031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-17T20:18:04.161147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-17T20:18:04.161405] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-17T20:18:04.162164] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-17T20:18:04.162216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:04.162247] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:04.162273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:04.162329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:04.218233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:04.218830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:04.218918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:04.218951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:04.342459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:04.342601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:04.342649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:04.342678] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:04.346338] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-17T20:18:04.346622] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-17T20:18:04.346746] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:04.486904] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSJQ.txt
[2025-12-17T20:18:04.487010] [INFO ] [sig       ] [524/3576] Completed BSJQ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:04.487047] [INFO ] [sig       ] [525/3576] Forecasting BSJS...
[2025-12-17T20:18:04.487076] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-17T20:18:04.487107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-17T20:18:04.498211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-17T20:18:04.498479] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-17T20:18:04.499274] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-17T20:18:04.499338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:04.499370] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:04.499396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:04.499451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:04.555628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:04.556200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:04.556276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:04.556308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:04.675021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:04.675180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:04.675220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:04.675248] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:04.678552] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-17T20:18:04.678838] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-17T20:18:04.678983] [INFO ] [sig       ] BSJS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:04.818078] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BSJS.txt
[2025-12-17T20:18:04.818206] [INFO ] [sig       ] [525/3576] Completed BSJS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-17T20:18:04.818243] [INFO ] [sig       ] [526/3576] Forecasting BSL...
[2025-12-17T20:18:04.818273] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-17T20:18:04.818303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-17T20:18:04.829439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-17T20:18:04.829743] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-17T20:18:04.830521] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-17T20:18:04.830592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:04.830626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:04.830652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:04.830708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:04.886793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:04.887662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:04.887749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:04.887781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:05.005631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:05.005791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:05.005836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:05.005872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:05.009217] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-17T20:18:05.009477] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-17T20:18:05.009619] [INFO ] [sig       ] BSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:05.151344] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSL.txt
[2025-12-17T20:18:05.151485] [INFO ] [sig       ] [526/3576] Completed BSL in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:05.151525] [INFO ] [sig       ] [527/3576] Forecasting BSLK...
[2025-12-17T20:18:05.151555] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-17T20:18:05.151602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-17T20:18:05.162741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-17T20:18:05.163051] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-17T20:18:05.163824] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-17T20:18:05.163875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:05.163906] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:05.163933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:05.163987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:05.219927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:05.220541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:05.220632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:05.220665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:05.330903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:05.331050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:05.331090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:05.331117] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:05.334347] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-17T20:18:05.334628] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-17T20:18:05.334751] [INFO ] [sig       ] BSLK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:05.473795] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BSLK.txt
[2025-12-17T20:18:05.473926] [INFO ] [sig       ] [527/3576] Completed BSLK in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:05.473964] [INFO ] [sig       ] [528/3576] Forecasting BSM...
[2025-12-17T20:18:05.473993] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-17T20:18:05.474023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-17T20:18:05.485339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-17T20:18:05.485622] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-17T20:18:05.486361] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-17T20:18:05.486412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:05.486444] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:05.486470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:05.486525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:05.542707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:05.543525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:05.543630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:05.543664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:05.666510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:05.666687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:05.666726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:05.666757] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:05.670144] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-17T20:18:05.670437] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-17T20:18:05.670567] [INFO ] [sig       ] BSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:05.814800] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSM.txt
[2025-12-17T20:18:05.814994] [INFO ] [sig       ] [528/3576] Completed BSM in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:05.815049] [INFO ] [sig       ] [529/3576] Forecasting BSMQ...
[2025-12-17T20:18:05.815082] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-17T20:18:05.815113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-17T20:18:05.826468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-17T20:18:05.826837] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-17T20:18:05.827624] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-17T20:18:05.827675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:05.827706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:05.827732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:05.827793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:05.883624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:05.884427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:05.884508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:05.884540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:06.004866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:06.005020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:06.005059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:06.005087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:06.008361] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-17T20:18:06.008644] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-17T20:18:06.008767] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:06.149548] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSMQ.txt
[2025-12-17T20:18:06.149715] [INFO ] [sig       ] [529/3576] Completed BSMQ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:06.149753] [INFO ] [sig       ] [530/3576] Forecasting BSMS...
[2025-12-17T20:18:06.149784] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-17T20:18:06.149815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-17T20:18:06.161545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-17T20:18:06.161929] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-17T20:18:06.162717] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-17T20:18:06.162768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:06.162800] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:06.162828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:06.162884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:06.217954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:06.218730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:06.218873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:06.218947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:06.335716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:06.335863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:06.335902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:06.335931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:06.339213] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-17T20:18:06.339493] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-17T20:18:06.339632] [INFO ] [sig       ] BSMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:06.477145] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSMS.txt
[2025-12-17T20:18:06.477277] [INFO ] [sig       ] [530/3576] Completed BSMS in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:06.477316] [INFO ] [sig       ] [531/3576] Forecasting BSSX...
[2025-12-17T20:18:06.477347] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-17T20:18:06.477377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-17T20:18:06.488414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-17T20:18:06.488739] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-17T20:18:06.489659] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-17T20:18:06.489711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:06.489743] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:06.489770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:06.489826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:06.544973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:06.545558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:06.545651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:06.545684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:06.643416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:06.643585] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:18:06.643627] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:06.643655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:06.646944] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=26.97%)
[2025-12-17T20:18:06.647210] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-17T20:18:06.647339] [INFO ] [sig       ] BSSX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:06.785601] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BSSX.txt
[2025-12-17T20:18:06.785731] [INFO ] [sig       ] [531/3576] Completed BSSX in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:06.785769] [INFO ] [sig       ] [532/3576] Forecasting BSTZ...
[2025-12-17T20:18:06.785800] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-17T20:18:06.785830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-17T20:18:06.797861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-17T20:18:06.798161] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-17T20:18:06.798994] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-17T20:18:06.799047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:06.799080] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:06.799107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:06.799164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:06.853725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:06.854386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:06.854467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:06.854500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:06.972206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:06.972345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:06.972399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:06.972428] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:06.976007] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-17T20:18:06.976441] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-17T20:18:06.976567] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:07.120678] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSTZ.txt
[2025-12-17T20:18:07.120843] [INFO ] [sig       ] [532/3576] Completed BSTZ in 0.3s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:07.120884] [INFO ] [sig       ] [533/3576] Forecasting BSVN...
[2025-12-17T20:18:07.120915] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-17T20:18:07.120946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-17T20:18:07.132556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-17T20:18:07.133018] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-17T20:18:07.133967] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-17T20:18:07.134022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:07.134055] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:07.134081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:07.134137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:07.202776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:07.203743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:07.203852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:07.203897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:07.356962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:07.357131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:07.357173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:07.357203] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:07.361470] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-17T20:18:07.361876] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-17T20:18:07.362049] [INFO ] [sig       ] BSVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:07.580708] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BSVN.txt
[2025-12-17T20:18:07.580958] [INFO ] [sig       ] [533/3576] Completed BSVN in 0.5s | 2.91 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-17T20:18:07.581005] [INFO ] [sig       ] [534/3576] Forecasting BSVO...
[2025-12-17T20:18:07.581038] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-17T20:18:07.581073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-17T20:18:07.623039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-17T20:18:07.624820] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-17T20:18:07.625997] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-17T20:18:07.626074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:07.626114] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:07.626146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:07.626218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:07.719201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:07.720390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:07.720512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:07.720555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:07.897217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:07.897414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:07.897480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:07.897530] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:07.902741] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-12-17T20:18:07.903148] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-17T20:18:07.903323] [INFO ] [sig       ] BSVO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:08.126560] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSVO.txt
[2025-12-17T20:18:08.126807] [INFO ] [sig       ] [534/3576] Completed BSVO in 0.5s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:08.126878] [INFO ] [sig       ] [535/3576] Forecasting BSX...
[2025-12-17T20:18:08.126928] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-17T20:18:08.126977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-17T20:18:08.143498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-17T20:18:08.144045] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-17T20:18:08.145246] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-17T20:18:08.145317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:08.145368] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:08.145416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:08.145508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:08.217970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:08.218934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:08.219023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:08.219057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:08.336048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:08.336227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:08.336269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:08.336298] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:08.339739] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-17T20:18:08.340028] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-17T20:18:08.340163] [INFO ] [sig       ] BSX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:08.485684] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BSX.txt
[2025-12-17T20:18:08.485839] [INFO ] [sig       ] [535/3576] Completed BSX in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:08.485880] [INFO ] [sig       ] [536/3576] Forecasting BSY...
[2025-12-17T20:18:08.485911] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-17T20:18:08.485943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-17T20:18:08.498187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-17T20:18:08.498530] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-17T20:18:08.499339] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-17T20:18:08.499392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:08.499438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:08.499466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:08.499521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:08.557970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:08.558914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:08.558998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:08.559030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:08.684630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:08.684787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:08.684828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:08.684860] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:08.688276] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-17T20:18:08.688552] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-17T20:18:08.688704] [INFO ] [sig       ] BSY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:08.832019] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BSY.txt
[2025-12-17T20:18:08.832178] [INFO ] [sig       ] [536/3576] Completed BSY in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:08.832217] [INFO ] [sig       ] [537/3576] Forecasting BTA...
[2025-12-17T20:18:08.832246] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-17T20:18:08.832276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-17T20:18:08.843197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-17T20:18:08.843558] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-17T20:18:08.844352] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-17T20:18:08.844405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:08.844467] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:08.844497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:08.844555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:08.905179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:08.906104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:08.906381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:08.906415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:09.021832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:09.021984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:09.022023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:09.022051] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:09.025919] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-17T20:18:09.026184] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-17T20:18:09.026308] [INFO ] [sig       ] BTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:09.178097] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BTA.txt
[2025-12-17T20:18:09.178231] [INFO ] [sig       ] [537/3576] Completed BTA in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:09.178269] [INFO ] [sig       ] [538/3576] Forecasting BTAI...
[2025-12-17T20:18:09.178299] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-17T20:18:09.178329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-17T20:18:09.189790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-17T20:18:09.190086] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-17T20:18:09.190850] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-17T20:18:09.190913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:09.190950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:09.190982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:09.191045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:09.247551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:09.248136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:09.248211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:09.248243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:09.366393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:09.366547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:09.366604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:09.366633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:09.369950] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-17T20:18:09.370239] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-17T20:18:09.370361] [INFO ] [sig       ] BTAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:09.508472] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BTAI.txt
[2025-12-17T20:18:09.508619] [INFO ] [sig       ] [538/3576] Completed BTAI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:09.508660] [INFO ] [sig       ] [539/3576] Forecasting BTCS...
[2025-12-17T20:18:09.508690] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-17T20:18:09.508720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-17T20:18:09.520132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-17T20:18:09.520410] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-17T20:18:09.521210] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-17T20:18:09.521262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:09.521293] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:09.521319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:09.521374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:09.577387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:09.577972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:09.578048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:09.578080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:09.692885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:09.693045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:09.693083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:09.693111] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:09.696375] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-17T20:18:09.696659] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-17T20:18:09.696783] [INFO ] [sig       ] BTCS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:09.836832] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BTCS.txt
[2025-12-17T20:18:09.836998] [INFO ] [sig       ] [539/3576] Completed BTCS in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:09.837045] [INFO ] [sig       ] [540/3576] Forecasting BTE...
[2025-12-17T20:18:09.837081] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-17T20:18:09.837113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-17T20:18:09.849378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-17T20:18:09.849672] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-17T20:18:09.850424] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-17T20:18:09.850474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:09.850505] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:09.850531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:09.850603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:09.907314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:09.908014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:09.908092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:09.908124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:10.022080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:10.022198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:10.022234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:10.022292] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:10.025483] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-17T20:18:10.025764] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-17T20:18:10.025887] [INFO ] [sig       ] BTE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:10.169414] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BTE.txt
[2025-12-17T20:18:10.169602] [INFO ] [sig       ] [540/3576] Completed BTE in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:10.169646] [INFO ] [sig       ] [541/3576] Forecasting BTF...
[2025-12-17T20:18:10.169675] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-17T20:18:10.169709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-17T20:18:10.182277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-17T20:18:10.182678] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-17T20:18:10.183519] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-17T20:18:10.183591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:10.183626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:10.183653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:10.183710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:10.246535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:10.247369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:10.247456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:10.247501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:10.383807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:10.383980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:10.384050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:10.384100] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:10.387819] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-17T20:18:10.388124] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-17T20:18:10.388257] [INFO ] [sig       ] BTF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:10.539788] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BTF.txt
[2025-12-17T20:18:10.539986] [INFO ] [sig       ] [541/3576] Completed BTF in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:10.540056] [INFO ] [sig       ] [542/3576] Forecasting BTI...
[2025-12-17T20:18:10.540105] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-17T20:18:10.540148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-17T20:18:10.552394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-17T20:18:10.552758] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-17T20:18:10.553521] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-17T20:18:10.553589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:10.553624] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:10.553650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:10.553706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:10.610162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:10.610998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:10.611089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:10.611121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:10.730226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:10.730371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:10.730410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:10.730438] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:10.733731] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-17T20:18:10.734021] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-17T20:18:10.734151] [INFO ] [sig       ] BTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:10.886910] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BTI.txt
[2025-12-17T20:18:10.887084] [INFO ] [sig       ] [542/3576] Completed BTI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:10.887122] [INFO ] [sig       ] [543/3576] Forecasting BTM...
[2025-12-17T20:18:10.887151] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-17T20:18:10.887183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-17T20:18:10.899517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-17T20:18:10.899899] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-17T20:18:10.900722] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-17T20:18:10.900774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:10.900806] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:10.900833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:10.900889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:10.958694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:10.959608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:10.959694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:10.959727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:11.077555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:11.077776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:11.077823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:11.077868] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:11.081482] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-17T20:18:11.081784] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-17T20:18:11.081908] [INFO ] [sig       ] BTM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:11.219188] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BTM.txt
[2025-12-17T20:18:11.219349] [INFO ] [sig       ] [543/3576] Completed BTM in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:11.219390] [INFO ] [sig       ] [544/3576] Forecasting BTMD...
[2025-12-17T20:18:11.219421] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-17T20:18:11.219454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-17T20:18:11.231889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-17T20:18:11.232307] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-17T20:18:11.233207] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-17T20:18:11.233261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:11.233295] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:11.233323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:11.233382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:11.290835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:11.291817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:11.291900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:11.291934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:11.412951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:11.413077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:11.413115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:11.413145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:11.416392] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-17T20:18:11.416676] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-17T20:18:11.416800] [INFO ] [sig       ] BTMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:11.560134] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BTMD.txt
[2025-12-17T20:18:11.560264] [INFO ] [sig       ] [544/3576] Completed BTMD in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:11.560302] [INFO ] [sig       ] [545/3576] Forecasting BTSG...
[2025-12-17T20:18:11.560331] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-17T20:18:11.560361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-17T20:18:11.571925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-17T20:18:11.572222] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-17T20:18:11.573061] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-17T20:18:11.573114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:11.573147] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:11.573175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:11.573232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:11.630863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:11.631737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:11.631834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:11.631890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:11.748442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:11.748626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:11.748674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:11.748704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:11.752140] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-17T20:18:11.752419] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-17T20:18:11.752540] [INFO ] [sig       ] BTSG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:11.897227] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BTSG.txt
[2025-12-17T20:18:11.897360] [INFO ] [sig       ] [545/3576] Completed BTSG in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:11.897398] [INFO ] [sig       ] [546/3576] Forecasting BTZ...
[2025-12-17T20:18:11.897426] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-17T20:18:11.897457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-17T20:18:11.909223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-17T20:18:11.909556] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-17T20:18:11.910391] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-17T20:18:11.910444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:11.910477] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:11.910504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:11.910561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:11.972431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:11.973299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:11.973384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:11.973418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:12.094107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:12.094262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:12.094302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:12.094331] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:12.097745] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-17T20:18:12.098025] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-17T20:18:12.098152] [INFO ] [sig       ] BTZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:12.244429] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BTZ.txt
[2025-12-17T20:18:12.244605] [INFO ] [sig       ] [546/3576] Completed BTZ in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-17T20:18:12.244649] [INFO ] [sig       ] [547/3576] Forecasting BUD...
[2025-12-17T20:18:12.244677] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-17T20:18:12.244708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-17T20:18:12.256266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-17T20:18:12.256658] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-17T20:18:12.257414] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-17T20:18:12.257464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:12.257495] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:12.257521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:12.257608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:12.314530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:12.315435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:12.315553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:12.315606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:12.437620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:12.437803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:12.437870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:12.437926] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:12.443041] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-17T20:18:12.443431] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-17T20:18:12.443631] [INFO ] [sig       ] BUD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:12.597027] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BUD.txt
[2025-12-17T20:18:12.597174] [INFO ] [sig       ] [547/3576] Completed BUD in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-17T20:18:12.597213] [INFO ] [sig       ] [548/3576] Forecasting BUFC...
[2025-12-17T20:18:12.597243] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-17T20:18:12.597274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-17T20:18:12.607406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-17T20:18:12.607728] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-17T20:18:12.608479] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-17T20:18:12.608530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:12.608561] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:12.608609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:12.608666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:12.665969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:12.666745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:12.666827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:12.666860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:12.757859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:12.758007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:12.758046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:12.758073] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:12.761472] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-17T20:18:12.761761] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-17T20:18:12.761890] [INFO ] [sig       ] BUFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:12.901280] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BUFC.txt
[2025-12-17T20:18:12.901410] [INFO ] [sig       ] [548/3576] Completed BUFC in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-17T20:18:12.901450] [INFO ] [sig       ] [549/3576] Forecasting BUG...
[2025-12-17T20:18:12.901478] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-17T20:18:12.901509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-17T20:18:12.913032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-17T20:18:12.913370] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-17T20:18:12.914151] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-17T20:18:12.914218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:12.914250] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:12.914276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:12.914330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:12.970708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:12.971558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:12.971663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:12.971697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:13.094146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:13.094340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:13.094390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:13.094424] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:13.098134] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-17T20:18:13.098427] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-17T20:18:13.098560] [INFO ] [sig       ] BUG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:13.240589] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BUG.txt
[2025-12-17T20:18:13.240745] [INFO ] [sig       ] [549/3576] Completed BUG in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-17T20:18:13.240784] [INFO ] [sig       ] [550/3576] Forecasting BUI...
[2025-12-17T20:18:13.240814] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-17T20:18:13.240845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-17T20:18:13.252222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-17T20:18:13.252510] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-17T20:18:13.253367] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-17T20:18:13.253421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:13.253453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:13.253479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:13.253534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:13.310051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:13.310740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:13.310821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:13.310853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:13.426396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:13.426550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:13.426611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:13.426643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:13.430168] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-17T20:18:13.430454] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-17T20:18:13.430605] [INFO ] [sig       ] BUI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:13.573628] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BUI.txt
[2025-12-17T20:18:13.573790] [INFO ] [sig       ] [550/3576] Completed BUI in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-17T20:18:13.573830] [INFO ] [sig       ] [551/3576] Forecasting BURL...
[2025-12-17T20:18:13.573859] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-17T20:18:13.573890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-17T20:18:13.586100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-17T20:18:13.586456] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-17T20:18:13.587268] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-17T20:18:13.587319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:13.587351] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:13.587378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:13.587433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:13.643467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:13.644148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:13.644228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:13.644260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:13.765716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:13.765868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:13.765907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:13.765935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:13.769257] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-17T20:18:13.769521] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-17T20:18:13.769662] [INFO ] [sig       ] BURL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:13.909344] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BURL.txt
[2025-12-17T20:18:13.909460] [INFO ] [sig       ] [551/3576] Completed BURL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:13.909498] [INFO ] [sig       ] [552/3576] Forecasting BUSE...
[2025-12-17T20:18:13.909526] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-17T20:18:13.909557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-17T20:18:13.922169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-17T20:18:13.922549] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-17T20:18:13.923344] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-17T20:18:13.923395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:13.923427] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:13.923454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:13.923508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:13.981449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:13.982354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:13.982440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:13.982472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:14.104408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:14.104596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:14.104640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:14.104669] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:14.108295] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-17T20:18:14.108592] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-17T20:18:14.108724] [INFO ] [sig       ] BUSE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:14.248378] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BUSE.txt
[2025-12-17T20:18:14.248529] [INFO ] [sig       ] [552/3576] Completed BUSE in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:14.248585] [INFO ] [sig       ] [553/3576] Forecasting BUXX...
[2025-12-17T20:18:14.248618] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-17T20:18:14.248648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-17T20:18:14.262178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-17T20:18:14.262517] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-17T20:18:14.263322] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-17T20:18:14.263374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:14.263431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:14.263473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:14.263530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:14.320940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:14.321821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:14.321904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:14.321939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:14.438912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:14.439070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:14.439110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:14.439138] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:14.442493] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-17T20:18:14.442778] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-17T20:18:14.442904] [INFO ] [sig       ] BUXX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:14.600538] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BUXX.txt
[2025-12-17T20:18:14.600707] [INFO ] [sig       ] [553/3576] Completed BUXX in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:14.600747] [INFO ] [sig       ] [554/3576] Forecasting BVFL...
[2025-12-17T20:18:14.600776] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-17T20:18:14.600806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-17T20:18:14.612941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-17T20:18:14.613311] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-17T20:18:14.614598] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-17T20:18:14.614652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:14.614710] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:14.614739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:14.614796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:14.673870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:14.674717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:14.674802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:14.674835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:14.793086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:14.793236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:14.793280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:14.793311] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:14.796700] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-17T20:18:14.796986] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-17T20:18:14.797114] [INFO ] [sig       ] BVFL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:14.938738] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BVFL.txt
[2025-12-17T20:18:14.938902] [INFO ] [sig       ] [554/3576] Completed BVFL in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:14.938950] [INFO ] [sig       ] [555/3576] Forecasting BVN...
[2025-12-17T20:18:14.938982] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-17T20:18:14.939021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-17T20:18:14.951263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-17T20:18:14.951637] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-17T20:18:14.952417] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-17T20:18:14.952469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:14.952499] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:14.952525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:14.952600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:15.008792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:15.009683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:15.009767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:15.009801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:15.131887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:15.132033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:15.132073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:15.132102] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:15.135428] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-17T20:18:15.135725] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-17T20:18:15.135860] [INFO ] [sig       ] BVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:15.277486] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BVN.txt
[2025-12-17T20:18:15.277627] [INFO ] [sig       ] [555/3576] Completed BVN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:15.277668] [INFO ] [sig       ] [556/3576] Forecasting BVS...
[2025-12-17T20:18:15.277697] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-17T20:18:15.277727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-17T20:18:15.289044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-17T20:18:15.289317] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-17T20:18:15.290098] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-17T20:18:15.290160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:15.290199] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:15.290225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:15.290280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:15.346717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:15.347414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:15.347494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:15.347526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:15.467853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:15.468020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:15.468061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:15.468091] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:15.471548] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=57.22%)
[2025-12-17T20:18:15.471842] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-17T20:18:15.471969] [INFO ] [sig       ] BVS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:15.613160] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BVS.txt
[2025-12-17T20:18:15.613294] [INFO ] [sig       ] [556/3576] Completed BVS in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:15.613332] [INFO ] [sig       ] [557/3576] Forecasting BWA...
[2025-12-17T20:18:15.613360] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-17T20:18:15.613390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-17T20:18:15.624826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-17T20:18:15.625151] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-17T20:18:15.625927] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-17T20:18:15.625979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:15.626010] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:15.626036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:15.626091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:15.683947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:15.684788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:15.684870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:15.684903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:15.806184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:15.806334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:15.806374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:15.806402] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:15.809748] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-17T20:18:15.810021] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-17T20:18:15.810144] [INFO ] [sig       ] BWA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:15.951134] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BWA.txt
[2025-12-17T20:18:15.951284] [INFO ] [sig       ] [557/3576] Completed BWA in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:15.951323] [INFO ] [sig       ] [558/3576] Forecasting BWAY...
[2025-12-17T20:18:15.951353] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-17T20:18:15.951383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-17T20:18:15.962672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-17T20:18:15.962978] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-17T20:18:15.963792] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-17T20:18:15.963845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:15.963876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:15.963904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:15.963961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:16.022278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:16.023250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:16.023358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:16.023404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:16.151369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:16.151523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:16.151563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:16.151610] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:16.154999] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-17T20:18:16.155306] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-17T20:18:16.155436] [INFO ] [sig       ] BWAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:16.294252] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BWAY.txt
[2025-12-17T20:18:16.294378] [INFO ] [sig       ] [558/3576] Completed BWAY in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:16.294416] [INFO ] [sig       ] [559/3576] Forecasting BWB...
[2025-12-17T20:18:16.294445] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-17T20:18:16.294475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-17T20:18:16.305345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-17T20:18:16.305646] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-17T20:18:16.306392] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-17T20:18:16.306443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:16.306473] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:16.306499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:16.306554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:16.364636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:16.365599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:16.365682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:16.365714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:16.492890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:16.493041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:16.493080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:16.493108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:16.496443] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-17T20:18:16.496731] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-17T20:18:16.496852] [INFO ] [sig       ] BWB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:16.637202] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BWB.txt
[2025-12-17T20:18:16.637339] [INFO ] [sig       ] [559/3576] Completed BWB in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:16.637378] [INFO ] [sig       ] [560/3576] Forecasting BWEN...
[2025-12-17T20:18:16.637407] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-17T20:18:16.637439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-17T20:18:16.648645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-17T20:18:16.649013] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-17T20:18:16.649798] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-17T20:18:16.649849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:16.649892] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:16.649919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:16.649974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:16.705403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:16.706118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:16.706202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:16.706237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:16.823107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:16.823265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:16.823305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:16.823332] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:16.826662] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2025-12-17T20:18:16.826931] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-17T20:18:16.827053] [INFO ] [sig       ] BWEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:16.973401] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BWEN.txt
[2025-12-17T20:18:16.973561] [INFO ] [sig       ] [560/3576] Completed BWEN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:16.973624] [INFO ] [sig       ] [561/3576] Forecasting BWFG...
[2025-12-17T20:18:16.973653] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-17T20:18:16.973685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-17T20:18:16.984807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-17T20:18:16.985201] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-17T20:18:16.986026] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-17T20:18:16.986078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:16.986110] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:16.986135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:16.986190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:17.045552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:17.046405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:17.046488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:17.046521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:17.161212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:17.161367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:17.161407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:17.161437] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:17.164881] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-17T20:18:17.165164] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-17T20:18:17.165293] [INFO ] [sig       ] BWFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:17.309775] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BWFG.txt
[2025-12-17T20:18:17.309893] [INFO ] [sig       ] [561/3576] Completed BWFG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:17.309930] [INFO ] [sig       ] [562/3576] Forecasting BWG...
[2025-12-17T20:18:17.309958] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-17T20:18:17.309989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-17T20:18:17.321034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-17T20:18:17.321333] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-17T20:18:17.322630] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-17T20:18:17.322689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:17.322721] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:17.322749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:17.322842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:17.381625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:17.382244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:17.382323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:17.382356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:17.503876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:17.504029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:17.504069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:17.504099] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:17.508194] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-17T20:18:17.508483] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-17T20:18:17.508637] [INFO ] [sig       ] BWG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:17.658786] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BWG.txt
[2025-12-17T20:18:17.658954] [INFO ] [sig       ] [562/3576] Completed BWG in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-17T20:18:17.658995] [INFO ] [sig       ] [563/3576] Forecasting BWIN...
[2025-12-17T20:18:17.659024] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-17T20:18:17.659058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-17T20:18:17.670781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-17T20:18:17.671081] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-17T20:18:17.671989] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-17T20:18:17.672048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:17.672081] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:17.672110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:17.672207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:17.734231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:17.735238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:17.735342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:17.735384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:17.863146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:17.863314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:17.863356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:17.863386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:17.866853] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=58.59%)
[2025-12-17T20:18:17.867124] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-17T20:18:17.867253] [INFO ] [sig       ] BWIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:18.009803] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BWIN.txt
[2025-12-17T20:18:18.009930] [INFO ] [sig       ] [563/3576] Completed BWIN in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-17T20:18:18.009974] [INFO ] [sig       ] [564/3576] Forecasting BWMN...
[2025-12-17T20:18:18.010004] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-17T20:18:18.010035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-17T20:18:18.020963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-17T20:18:18.021257] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-17T20:18:18.022123] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-17T20:18:18.022189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:18.022228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:18.022262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:18.022322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:18.079061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:18.079844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:18.079965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:18.080012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:18.203586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:18.203740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:18.203782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:18.203811] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:18.207304] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-17T20:18:18.207591] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-17T20:18:18.207717] [INFO ] [sig       ] BWMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:18.350387] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BWMN.txt
[2025-12-17T20:18:18.350511] [INFO ] [sig       ] [564/3576] Completed BWMN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-17T20:18:18.350549] [INFO ] [sig       ] [565/3576] Forecasting BXC...
[2025-12-17T20:18:18.350614] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-17T20:18:18.350664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-17T20:18:18.362038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-17T20:18:18.362353] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-17T20:18:18.363246] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-17T20:18:18.363306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:18.363339] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:18.363365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:18.363422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:18.423160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:18.423916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:18.424023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:18.424067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:18.553763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:18.553909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:18.553951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:18.553979] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:18.557392] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-17T20:18:18.557686] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-17T20:18:18.557818] [INFO ] [sig       ] BXC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:18.708226] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BXC.txt
[2025-12-17T20:18:18.708385] [INFO ] [sig       ] [565/3576] Completed BXC in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-17T20:18:18.708426] [INFO ] [sig       ] [566/3576] Forecasting BXMX...
[2025-12-17T20:18:18.708456] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-17T20:18:18.708489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-17T20:18:18.721550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-17T20:18:18.721996] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-17T20:18:18.722787] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-17T20:18:18.722838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:18.722868] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:18.722895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:18.722950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:18.779786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:18.780562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:18.780662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:18.780694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:18.904980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:18.905141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:18.905183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:18.905211] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:18.908724] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-12-17T20:18:18.909034] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-17T20:18:18.909170] [INFO ] [sig       ] BXMX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:19.049765] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BXMX.txt
[2025-12-17T20:18:19.049925] [INFO ] [sig       ] [566/3576] Completed BXMX in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-17T20:18:19.049965] [INFO ] [sig       ] [567/3576] Forecasting BXP...
[2025-12-17T20:18:19.049993] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-17T20:18:19.050024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-17T20:18:19.061439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-17T20:18:19.061838] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-17T20:18:19.062687] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-17T20:18:19.062739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:19.062773] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:19.062800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:19.062860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:19.119986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:19.120851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:19.120936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:19.120969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:19.242218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:19.242379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:19.242421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:19.242469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:19.245986] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-17T20:18:19.246284] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-17T20:18:19.246426] [INFO ] [sig       ] BXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:19.385517] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BXP.txt
[2025-12-17T20:18:19.385691] [INFO ] [sig       ] [567/3576] Completed BXP in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-17T20:18:19.385731] [INFO ] [sig       ] [568/3576] Forecasting BXSL...
[2025-12-17T20:18:19.385760] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-17T20:18:19.385792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-17T20:18:19.397318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-17T20:18:19.397710] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-17T20:18:19.398471] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-17T20:18:19.398522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:19.398565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:19.398642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:19.398704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:19.457504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:19.458348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:19.458431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:19.458464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:19.574609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:19.574763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:19.574805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:19.574835] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:19.578331] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-17T20:18:19.578621] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-17T20:18:19.578749] [INFO ] [sig       ] BXSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:19.720467] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BXSL.txt
[2025-12-17T20:18:19.720645] [INFO ] [sig       ] [568/3576] Completed BXSL in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:19.720686] [INFO ] [sig       ] [569/3576] Forecasting BYD...
[2025-12-17T20:18:19.720715] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-17T20:18:19.720745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-17T20:18:19.732261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-17T20:18:19.732585] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-17T20:18:19.733330] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-17T20:18:19.733380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:19.733411] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:19.733438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:19.733494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:19.790387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:19.791060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:19.791148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:19.791204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:19.917561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:19.917761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:19.917820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:19.917865] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:19.921875] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-17T20:18:19.922146] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-17T20:18:19.922276] [INFO ] [sig       ] BYD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:20.059173] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BYD.txt
[2025-12-17T20:18:20.059295] [INFO ] [sig       ] [569/3576] Completed BYD in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:20.059335] [INFO ] [sig       ] [570/3576] Forecasting BYM...
[2025-12-17T20:18:20.059365] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-17T20:18:20.059397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-17T20:18:20.071212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-17T20:18:20.071518] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-17T20:18:20.072323] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-17T20:18:20.072377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:20.072410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:20.072445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:20.072503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:20.131126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:20.131994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:20.132092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:20.132126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:20.250813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:20.250934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:20.250971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:20.251002] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:20.254186] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-17T20:18:20.254460] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-17T20:18:20.254606] [INFO ] [sig       ] BYM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:20.392423] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BYM.txt
[2025-12-17T20:18:20.392534] [INFO ] [sig       ] [570/3576] Completed BYM in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:20.392592] [INFO ] [sig       ] [571/3576] Forecasting BYRN...
[2025-12-17T20:18:20.392625] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-17T20:18:20.392655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-17T20:18:20.404795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-17T20:18:20.405081] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-17T20:18:20.405900] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-17T20:18:20.405952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:20.406010] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:20.406049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:20.406108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:20.465295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:20.466025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:20.466105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:20.466139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:20.590884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:20.591042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:20.591084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:20.591113] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:20.594619] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-17T20:18:20.594901] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-17T20:18:20.595041] [INFO ] [sig       ] BYRN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:20.733921] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BYRN.txt
[2025-12-17T20:18:20.734044] [INFO ] [sig       ] [571/3576] Completed BYRN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:20.734081] [INFO ] [sig       ] [572/3576] Forecasting BYSI...
[2025-12-17T20:18:20.734109] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-17T20:18:20.734139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-17T20:18:20.745448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-17T20:18:20.745787] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-17T20:18:20.746534] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-17T20:18:20.746605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:20.746641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:20.746668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:20.746722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:20.801876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:20.802513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:20.802605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:20.802640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:20.907298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:20.907448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:20.907489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:20.907517] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:20.910864] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-17T20:18:20.911125] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-17T20:18:20.911252] [INFO ] [sig       ] BYSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:21.049890] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BYSI.txt
[2025-12-17T20:18:21.050005] [INFO ] [sig       ] [572/3576] Completed BYSI in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:21.050044] [INFO ] [sig       ] [573/3576] Forecasting BZ...
[2025-12-17T20:18:21.050072] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-17T20:18:21.050103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-17T20:18:21.061484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-17T20:18:21.061815] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-17T20:18:21.062601] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-17T20:18:21.062652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:21.062684] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:21.062711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:21.062766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:21.117128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:21.117716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:21.117791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:21.117823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:21.237935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:21.238064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:21.238101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:21.238129] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:21.241348] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-17T20:18:21.241626] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-17T20:18:21.241749] [INFO ] [sig       ] BZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:21.378731] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BZ.txt
[2025-12-17T20:18:21.378850] [INFO ] [sig       ] [573/3576] Completed BZ in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:21.378913] [INFO ] [sig       ] [574/3576] Forecasting BZH...
[2025-12-17T20:18:21.378940] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-17T20:18:21.378971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-17T20:18:21.389984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-17T20:18:21.390274] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-17T20:18:21.391054] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-17T20:18:21.391105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:21.391137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:21.391169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:21.391237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:21.446449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:21.447072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:21.447147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:21.447180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:21.565062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:21.565206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:21.565251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:21.565317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:21.568622] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-17T20:18:21.568907] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-17T20:18:21.569034] [INFO ] [sig       ] BZH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:21.707765] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/BZH.txt
[2025-12-17T20:18:21.707891] [INFO ] [sig       ] [574/3576] Completed BZH in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:21.707928] [INFO ] [sig       ] [575/3576] Forecasting BZUN...
[2025-12-17T20:18:21.707956] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-17T20:18:21.707987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-17T20:18:21.719167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-17T20:18:21.719434] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-17T20:18:21.720198] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-17T20:18:21.720251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:21.720282] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:21.720308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:21.720363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:21.775760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:21.776361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:21.776437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:21.776468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:21.894855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:21.895001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:21.895039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:21.895066] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:21.898393] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-17T20:18:21.898674] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-17T20:18:21.898797] [INFO ] [sig       ] BZUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:22.037023] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/BZUN.txt
[2025-12-17T20:18:22.037158] [INFO ] [sig       ] [575/3576] Completed BZUN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:22.037195] [INFO ] [sig       ] [576/3576] Forecasting C...
[2025-12-17T20:18:22.037224] [INFO ] [sig       ] Generating forecast for: C
[2025-12-17T20:18:22.037255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-17T20:18:22.048620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-17T20:18:22.048925] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-17T20:18:22.049726] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-17T20:18:22.049777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:22.049807] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:22.049833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:22.049888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:22.105194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:22.105939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:22.106017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:22.106049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:22.227142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:22.227323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:22.227364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:22.227393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:22.230723] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=66.27%)
[2025-12-17T20:18:22.230986] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-17T20:18:22.231111] [INFO ] [sig       ] C: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:22.368045] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/C.txt
[2025-12-17T20:18:22.368177] [INFO ] [sig       ] [576/3576] Completed C in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:22.368215] [INFO ] [sig       ] [577/3576] Forecasting CAAP...
[2025-12-17T20:18:22.368243] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-17T20:18:22.368274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-17T20:18:22.380253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-17T20:18:22.380585] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-17T20:18:22.381371] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-17T20:18:22.381423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:22.381455] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:22.381481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:22.381536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:22.440165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:22.441021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:22.441105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:22.441137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:22.562159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:22.562314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:22.562356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:22.562386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:22.565911] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-17T20:18:22.566191] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-17T20:18:22.566322] [INFO ] [sig       ] CAAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:22.705502] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAAP.txt
[2025-12-17T20:18:22.705653] [INFO ] [sig       ] [577/3576] Completed CAAP in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:22.705693] [INFO ] [sig       ] [578/3576] Forecasting CAAS...
[2025-12-17T20:18:22.705721] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-17T20:18:22.705750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-17T20:18:22.717323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-17T20:18:22.717700] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-17T20:18:22.718490] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-17T20:18:22.718544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:22.718608] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:22.718642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:22.718700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:22.776040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:22.776780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:22.776860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:22.776893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:22.887798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:22.887957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:22.887998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:22.888027] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:22.891543] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-17T20:18:22.891856] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-17T20:18:22.891987] [INFO ] [sig       ] CAAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:23.034112] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAAS.txt
[2025-12-17T20:18:23.034252] [INFO ] [sig       ] [578/3576] Completed CAAS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-17T20:18:23.034292] [INFO ] [sig       ] [579/3576] Forecasting CABA...
[2025-12-17T20:18:23.034321] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-17T20:18:23.034353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-17T20:18:23.046426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-17T20:18:23.046770] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-17T20:18:23.047559] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-17T20:18:23.047632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:23.047665] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:23.047693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:23.047750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:23.109922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:23.110808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:23.110894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:23.110927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:23.230918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:23.231069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:23.231110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:23.231137] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:23.234429] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-12-17T20:18:23.234712] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-17T20:18:23.234834] [INFO ] [sig       ] CABA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:23.370952] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CABA.txt
[2025-12-17T20:18:23.371084] [INFO ] [sig       ] [579/3576] Completed CABA in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:23.371121] [INFO ] [sig       ] [580/3576] Forecasting CABO...
[2025-12-17T20:18:23.371151] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-17T20:18:23.371182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-17T20:18:23.382434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-17T20:18:23.382755] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-17T20:18:23.383513] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-17T20:18:23.383563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:23.383612] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:23.383639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:23.383694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:23.440754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:23.441612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:23.441695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:23.441728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:23.558955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:23.559124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:23.559167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:23.559197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:23.562658] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-17T20:18:23.562928] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-17T20:18:23.563059] [INFO ] [sig       ] CABO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:23.704952] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CABO.txt
[2025-12-17T20:18:23.705081] [INFO ] [sig       ] [580/3576] Completed CABO in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:23.705120] [INFO ] [sig       ] [581/3576] Forecasting CAC...
[2025-12-17T20:18:23.705148] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-17T20:18:23.705178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-17T20:18:23.716091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-17T20:18:23.716383] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-17T20:18:23.717148] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-17T20:18:23.717203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:23.717241] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:23.717274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:23.717342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:23.774124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:23.774933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:23.775061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:23.775108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:23.895084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:23.895241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:23.895284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:23.895313] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:23.898786] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-17T20:18:23.899087] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-17T20:18:23.899215] [INFO ] [sig       ] CAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:24.045033] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAC.txt
[2025-12-17T20:18:24.045195] [INFO ] [sig       ] [581/3576] Completed CAC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:24.045255] [INFO ] [sig       ] [582/3576] Forecasting CACC...
[2025-12-17T20:18:24.045293] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-17T20:18:24.045331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-17T20:18:24.056680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-17T20:18:24.057010] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-17T20:18:24.057847] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-17T20:18:24.057898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:24.057931] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:24.057959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:24.058020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:24.116248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:24.117140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:24.117219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:24.117251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:24.235453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:24.235628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:24.235671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:24.235702] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:24.239110] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-17T20:18:24.239380] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-17T20:18:24.239504] [INFO ] [sig       ] CACC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:24.382254] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CACC.txt
[2025-12-17T20:18:24.382381] [INFO ] [sig       ] [582/3576] Completed CACC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:24.382418] [INFO ] [sig       ] [583/3576] Forecasting CACI...
[2025-12-17T20:18:24.382446] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-17T20:18:24.382477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-17T20:18:24.394546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-17T20:18:24.394886] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-17T20:18:24.395699] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-17T20:18:24.395751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:24.395784] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:24.395811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:24.395868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:24.454662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:24.455400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:24.455487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:24.455521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:24.574722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:24.574876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:24.574919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:24.574947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:24.578909] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-17T20:18:24.579174] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-17T20:18:24.579295] [INFO ] [sig       ] CACI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:24.720067] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CACI.txt
[2025-12-17T20:18:24.720189] [INFO ] [sig       ] [583/3576] Completed CACI in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:24.720233] [INFO ] [sig       ] [584/3576] Forecasting CADE...
[2025-12-17T20:18:24.720268] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-17T20:18:24.720306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-17T20:18:24.731844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-17T20:18:24.732149] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-17T20:18:24.732942] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-17T20:18:24.732993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:24.733037] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:24.733066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:24.733123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:24.790352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:24.791035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:24.791117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:24.791150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:24.911753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:24.911910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:24.911951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:24.911982] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:24.915509] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-17T20:18:24.915832] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-17T20:18:24.915969] [INFO ] [sig       ] CADE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:25.066202] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CADE.txt
[2025-12-17T20:18:25.066379] [INFO ] [sig       ] [584/3576] Completed CADE in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:25.066420] [INFO ] [sig       ] [585/3576] Forecasting CADL...
[2025-12-17T20:18:25.066449] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-17T20:18:25.066480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-17T20:18:25.077729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-17T20:18:25.078095] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-17T20:18:25.078942] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-17T20:18:25.078994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:25.079026] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:25.079052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:25.079107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:25.140177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:25.141224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:25.141311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:25.141344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:25.265538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:25.265708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:25.265751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:25.265780] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:25.269218] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-17T20:18:25.269513] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-17T20:18:25.269662] [INFO ] [sig       ] CADL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:25.416424] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CADL.txt
[2025-12-17T20:18:25.416603] [INFO ] [sig       ] [585/3576] Completed CADL in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-17T20:18:25.416646] [INFO ] [sig       ] [586/3576] Forecasting CAE...
[2025-12-17T20:18:25.416678] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-17T20:18:25.416712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-17T20:18:25.428325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-17T20:18:25.428651] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-17T20:18:25.429468] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-17T20:18:25.429535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:25.429603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:25.429636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:25.429692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:25.487904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:25.488778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:25.489012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:25.489051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:25.610821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:25.610971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:25.611012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:25.611042] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:25.614457] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=50.01%)
[2025-12-17T20:18:25.614752] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-17T20:18:25.614878] [INFO ] [sig       ] CAE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:25.756567] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAE.txt
[2025-12-17T20:18:25.756749] [INFO ] [sig       ] [586/3576] Completed CAE in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:25.756787] [INFO ] [sig       ] [587/3576] Forecasting CAF...
[2025-12-17T20:18:25.756816] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-17T20:18:25.756848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-17T20:18:25.768522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-17T20:18:25.768917] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-17T20:18:25.769743] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-17T20:18:25.769795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:25.769828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:25.769855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:25.769911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:25.829082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:25.829991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:25.830077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:25.830112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:25.945867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:25.946024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:25.946067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:25.946095] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:25.949656] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-17T20:18:25.949937] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-17T20:18:25.950068] [INFO ] [sig       ] CAF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:26.090087] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CAF.txt
[2025-12-17T20:18:26.090242] [INFO ] [sig       ] [587/3576] Completed CAF in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:26.090287] [INFO ] [sig       ] [588/3576] Forecasting CAG...
[2025-12-17T20:18:26.090317] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-17T20:18:26.090348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-17T20:18:26.102048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-17T20:18:26.102448] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-17T20:18:26.103293] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-17T20:18:26.103348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:26.103409] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:26.103439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:26.103513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:26.161644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:26.162478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:26.162590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:26.162627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:26.277982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:26.278139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:26.278181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:26.278211] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:26.281650] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-17T20:18:26.281941] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-17T20:18:26.282075] [INFO ] [sig       ] CAG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:26.422755] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CAG.txt
[2025-12-17T20:18:26.422916] [INFO ] [sig       ] [588/3576] Completed CAG in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:26.422985] [INFO ] [sig       ] [589/3576] Forecasting CAH...
[2025-12-17T20:18:26.423026] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-17T20:18:26.423072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-17T20:18:26.434850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-17T20:18:26.435221] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-17T20:18:26.436095] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-17T20:18:26.436147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:26.436180] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:26.436208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:26.436264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:26.493300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:26.494170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:26.494259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:26.494300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:26.613250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:26.613397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:26.613438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:26.613465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:26.616740] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-17T20:18:26.617003] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-17T20:18:26.617124] [INFO ] [sig       ] CAH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:26.757090] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAH.txt
[2025-12-17T20:18:26.757243] [INFO ] [sig       ] [589/3576] Completed CAH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:26.757282] [INFO ] [sig       ] [590/3576] Forecasting CAKE...
[2025-12-17T20:18:26.757311] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-17T20:18:26.757342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-17T20:18:26.768984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-17T20:18:26.769365] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-17T20:18:26.770273] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-17T20:18:26.770332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:26.770365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:26.770392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:26.770448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:26.826885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:26.827760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:26.827846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:26.827880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:26.948978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:26.949135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:26.949174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:26.949201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:26.952751] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-17T20:18:26.953041] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-17T20:18:26.953170] [INFO ] [sig       ] CAKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:27.097032] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAKE.txt
[2025-12-17T20:18:27.097181] [INFO ] [sig       ] [590/3576] Completed CAKE in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:27.097219] [INFO ] [sig       ] [591/3576] Forecasting CAL...
[2025-12-17T20:18:27.097248] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-17T20:18:27.097282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-17T20:18:27.109656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-17T20:18:27.110054] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-17T20:18:27.110978] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-17T20:18:27.111035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:27.111068] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:27.111096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:27.111152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:27.168796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:27.169715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:27.169802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:27.169835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:27.291007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:27.291164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:27.291203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:27.291281] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:27.294684] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-17T20:18:27.294956] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-17T20:18:27.295082] [INFO ] [sig       ] CAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:27.432946] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CAL.txt
[2025-12-17T20:18:27.433076] [INFO ] [sig       ] [591/3576] Completed CAL in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:27.433113] [INFO ] [sig       ] [592/3576] Forecasting CALC...
[2025-12-17T20:18:27.433142] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-17T20:18:27.433173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-17T20:18:27.444493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-17T20:18:27.444822] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-17T20:18:27.445617] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-17T20:18:27.445668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:27.445699] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:27.445724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:27.445779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:27.500914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:27.501546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:27.501647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:27.501695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:27.616165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:27.616294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:27.616331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:27.616359] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:27.619649] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-17T20:18:27.619911] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-17T20:18:27.620032] [INFO ] [sig       ] CALC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:27.758918] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CALC.txt
[2025-12-17T20:18:27.759043] [INFO ] [sig       ] [592/3576] Completed CALC in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:27.759082] [INFO ] [sig       ] [593/3576] Forecasting CALM...
[2025-12-17T20:18:27.759110] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-17T20:18:27.759141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-17T20:18:27.770864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-17T20:18:27.771241] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-17T20:18:27.772024] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-17T20:18:27.772075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:27.772106] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:27.772132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:27.772188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:27.827374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:27.828244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:27.828329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:27.828377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:27.955057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:27.955221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:27.955266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:27.955297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:27.958764] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=12.26%)
[2025-12-17T20:18:27.959060] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-17T20:18:27.959188] [INFO ] [sig       ] CALM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:28.101359] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CALM.txt
[2025-12-17T20:18:28.101487] [INFO ] [sig       ] [593/3576] Completed CALM in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:28.101526] [INFO ] [sig       ] [594/3576] Forecasting CALX...
[2025-12-17T20:18:28.101556] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-17T20:18:28.101609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-17T20:18:28.113648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-17T20:18:28.114061] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-17T20:18:28.114882] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-17T20:18:28.114935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:28.114966] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:28.114993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:28.115049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:28.172308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:28.173171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:28.173255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:28.173288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:28.297186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:28.297344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:28.297387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:28.297415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:28.300839] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-17T20:18:28.301133] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-17T20:18:28.301265] [INFO ] [sig       ] CALX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:28.442013] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CALX.txt
[2025-12-17T20:18:28.442163] [INFO ] [sig       ] [594/3576] Completed CALX in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-17T20:18:28.442201] [INFO ] [sig       ] [595/3576] Forecasting CAPL...
[2025-12-17T20:18:28.442229] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-17T20:18:28.442261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-17T20:18:28.453887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-17T20:18:28.454271] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-17T20:18:28.455071] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-17T20:18:28.455123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:28.455155] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:28.455196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:28.455253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:28.513100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:28.514011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:28.514095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:28.514138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:28.637760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:28.637913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:28.637953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:28.637981] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:28.641399] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=76.01%)
[2025-12-17T20:18:28.641696] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-17T20:18:28.641825] [INFO ] [sig       ] CAPL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:28.785380] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CAPL.txt
[2025-12-17T20:18:28.785540] [INFO ] [sig       ] [595/3576] Completed CAPL in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:28.785600] [INFO ] [sig       ] [596/3576] Forecasting CARE...
[2025-12-17T20:18:28.785631] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-17T20:18:28.785663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-17T20:18:28.798383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-17T20:18:28.798718] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-17T20:18:28.799540] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-17T20:18:28.799610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:28.799645] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:28.799672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:28.799728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:28.857359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:28.857985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:28.858061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:28.858093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:28.976159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:28.976281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:28.976319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:28.976348] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:28.979951] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=81.34%)
[2025-12-17T20:18:28.980218] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-17T20:18:28.980341] [INFO ] [sig       ] CARE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:29.119348] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CARE.txt
[2025-12-17T20:18:29.119521] [INFO ] [sig       ] [596/3576] Completed CARE in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:29.119561] [INFO ] [sig       ] [597/3576] Forecasting CARG...
[2025-12-17T20:18:29.119611] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-17T20:18:29.119641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-17T20:18:29.131449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-17T20:18:29.131771] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-17T20:18:29.132535] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-17T20:18:29.132607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:29.132640] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:29.132666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:29.132721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:29.189751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:29.190489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:29.190587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:29.190623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:29.313205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:29.313351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:29.313393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:29.313422] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:29.316810] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=47.30%)
[2025-12-17T20:18:29.317099] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-17T20:18:29.317226] [INFO ] [sig       ] CARG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:29.459169] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CARG.txt
[2025-12-17T20:18:29.459307] [INFO ] [sig       ] [597/3576] Completed CARG in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:29.459344] [INFO ] [sig       ] [598/3576] Forecasting CARS...
[2025-12-17T20:18:29.459373] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-17T20:18:29.459404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-17T20:18:29.471770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-17T20:18:29.472186] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-17T20:18:29.473016] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-17T20:18:29.473067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:29.473098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:29.473126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:29.473181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:29.534866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:29.535734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:29.535856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:29.535891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:29.656587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:29.656750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:29.656790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:29.656818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:29.660257] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-17T20:18:29.660560] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-17T20:18:29.660706] [INFO ] [sig       ] CARS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:29.799169] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CARS.txt
[2025-12-17T20:18:29.799306] [INFO ] [sig       ] [598/3576] Completed CARS in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:29.799350] [INFO ] [sig       ] [599/3576] Forecasting CASH...
[2025-12-17T20:18:29.799388] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-17T20:18:29.799434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-17T20:18:29.810498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-17T20:18:29.810834] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-17T20:18:29.811659] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-17T20:18:29.811712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:29.811744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:29.811773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:29.811830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:29.876901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:29.879071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:29.879243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:29.879279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:30.000151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:30.000321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:30.000371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:30.000400] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:30.003875] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-17T20:18:30.004168] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-17T20:18:30.004323] [INFO ] [sig       ] CASH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:30.143840] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CASH.txt
[2025-12-17T20:18:30.143991] [INFO ] [sig       ] [599/3576] Completed CASH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:30.144038] [INFO ] [sig       ] [600/3576] Forecasting CASS...
[2025-12-17T20:18:30.144068] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-17T20:18:30.144108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-17T20:18:30.156829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-17T20:18:30.157217] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-17T20:18:30.158029] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-17T20:18:30.158080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:30.158111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:30.158136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:30.158191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:30.213271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:30.214023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:30.214106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:30.214138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:30.328447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:30.328618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:30.328659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:30.328688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:30.331980] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-17T20:18:30.332243] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-17T20:18:30.332368] [INFO ] [sig       ] CASS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:30.470341] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CASS.txt
[2025-12-17T20:18:30.470471] [INFO ] [sig       ] [600/3576] Completed CASS in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:30.470509] [INFO ] [sig       ] [601/3576] Forecasting CASY...
[2025-12-17T20:18:30.470538] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-17T20:18:30.470583] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-17T20:18:30.483315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-17T20:18:30.483704] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-17T20:18:30.484499] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-17T20:18:30.484550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:30.484600] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:30.484628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:30.484684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:30.542468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:30.543263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:30.543347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:30.543378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:30.665352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:30.665506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:30.665544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:30.665589] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:30.668929] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=75.59%)
[2025-12-17T20:18:30.669198] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-17T20:18:30.669322] [INFO ] [sig       ] CASY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:30.808177] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CASY.txt
[2025-12-17T20:18:30.808334] [INFO ] [sig       ] [601/3576] Completed CASY in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:30.808373] [INFO ] [sig       ] [602/3576] Forecasting CATH...
[2025-12-17T20:18:30.808402] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-17T20:18:30.808432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-17T20:18:30.819704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-17T20:18:30.820056] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-17T20:18:30.820870] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-17T20:18:30.820919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:30.820950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:30.820976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:30.821030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:30.876802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:30.877678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:30.877758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:30.877789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:30.995833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:30.995987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:30.996025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:30.996069] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:30.999384] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-17T20:18:30.999674] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-17T20:18:30.999799] [INFO ] [sig       ] CATH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:31.136291] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CATH.txt
[2025-12-17T20:18:31.136420] [INFO ] [sig       ] [602/3576] Completed CATH in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:31.136457] [INFO ] [sig       ] [603/3576] Forecasting CATO...
[2025-12-17T20:18:31.136485] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-17T20:18:31.136517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-17T20:18:31.147795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-17T20:18:31.148096] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-17T20:18:31.148921] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-17T20:18:31.148975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:31.149008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:31.149036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:31.149092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:31.205230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:31.205918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:31.205999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:31.206032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:31.329631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:31.329776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:31.329816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:31.329846] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:31.333261] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-17T20:18:31.333531] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-17T20:18:31.333687] [INFO ] [sig       ] CATO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:31.473930] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CATO.txt
[2025-12-17T20:18:31.474079] [INFO ] [sig       ] [603/3576] Completed CATO in 0.3s | 2.92 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-17T20:18:31.474119] [INFO ] [sig       ] [604/3576] Forecasting CATY...
[2025-12-17T20:18:31.474149] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-17T20:18:31.474181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-17T20:18:31.487179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-17T20:18:31.487548] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-17T20:18:31.488378] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-17T20:18:31.488432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:31.488465] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:31.488493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:31.488551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:31.552209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:31.553288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:31.553373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:31.553406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:31.682521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:31.682692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:31.682733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:31.682763] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:31.686158] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-17T20:18:31.686428] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-17T20:18:31.686555] [INFO ] [sig       ] CATY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:31.831243] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CATY.txt
[2025-12-17T20:18:31.831411] [INFO ] [sig       ] [604/3576] Completed CATY in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:31.831465] [INFO ] [sig       ] [605/3576] Forecasting CAVA...
[2025-12-17T20:18:31.831497] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-17T20:18:31.831530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-17T20:18:31.843187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-17T20:18:31.843512] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-17T20:18:31.844314] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-17T20:18:31.844376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:31.844437] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:31.844467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:31.844552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:31.902604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:31.903438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:31.903521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:31.903556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:32.025728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:32.025879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:32.025918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:32.025945] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:32.029265] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-17T20:18:32.029568] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-17T20:18:32.029720] [INFO ] [sig       ] CAVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:32.171503] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CAVA.txt
[2025-12-17T20:18:32.171656] [INFO ] [sig       ] [605/3576] Completed CAVA in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:32.171697] [INFO ] [sig       ] [606/3576] Forecasting CB...
[2025-12-17T20:18:32.171726] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-17T20:18:32.171755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-17T20:18:32.183740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-17T20:18:32.184119] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-17T20:18:32.184918] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-17T20:18:32.184968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:32.184999] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:32.185025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:32.185092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:32.240109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:32.241026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:32.241112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:32.241143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:32.358720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:32.358886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:32.358928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:32.358956] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:32.362294] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=54.62%)
[2025-12-17T20:18:32.362559] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-17T20:18:32.362697] [INFO ] [sig       ] CB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:32.499784] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CB.txt
[2025-12-17T20:18:32.499908] [INFO ] [sig       ] [606/3576] Completed CB in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:32.499945] [INFO ] [sig       ] [607/3576] Forecasting CBAN...
[2025-12-17T20:18:32.499973] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-17T20:18:32.500003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-17T20:18:32.511415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-17T20:18:32.511710] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-17T20:18:32.512454] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-17T20:18:32.512504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:32.512536] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:32.512562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:32.512638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:32.568753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:32.569376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:32.569453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:32.569484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:32.687844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:32.687987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:32.688025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:32.688053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:32.691670] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-17T20:18:32.692101] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-17T20:18:32.692220] [INFO ] [sig       ] CBAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:32.831344] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CBAN.txt
[2025-12-17T20:18:32.831482] [INFO ] [sig       ] [607/3576] Completed CBAN in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:32.831529] [INFO ] [sig       ] [608/3576] Forecasting CBL...
[2025-12-17T20:18:32.831592] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-17T20:18:32.831629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-17T20:18:32.843322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-17T20:18:32.843687] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-17T20:18:32.844690] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-17T20:18:32.844752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:32.844784] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:32.844810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:32.844865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:32.901377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:32.902236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:32.902316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:32.902349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:33.025096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:33.025270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:33.025311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:33.025338] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:33.028678] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-17T20:18:33.028970] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-17T20:18:33.029089] [INFO ] [sig       ] CBL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:33.166715] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CBL.txt
[2025-12-17T20:18:33.166841] [INFO ] [sig       ] [608/3576] Completed CBL in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:33.166879] [INFO ] [sig       ] [609/3576] Forecasting CBNK...
[2025-12-17T20:18:33.166907] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-17T20:18:33.166938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-17T20:18:33.178174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-17T20:18:33.178462] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-17T20:18:33.179355] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-17T20:18:33.179406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:33.179436] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:33.179462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:33.179516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:33.234837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:33.235447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:33.235530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:33.235562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:33.350845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:33.350987] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:18:33.351026] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:33.351053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:33.354333] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-17T20:18:33.354611] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-17T20:18:33.354736] [INFO ] [sig       ] CBNK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:33.495100] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CBNK.txt
[2025-12-17T20:18:33.495235] [INFO ] [sig       ] [609/3576] Completed CBNK in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:33.495271] [INFO ] [sig       ] [610/3576] Forecasting CBRE...
[2025-12-17T20:18:33.495300] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-17T20:18:33.495330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-17T20:18:33.508112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-17T20:18:33.508464] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-17T20:18:33.509351] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-17T20:18:33.509406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:33.509445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:33.509479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:33.509550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:33.565663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:33.566409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:33.566492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:33.566525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:33.684429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:33.684606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:33.684649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:33.684677] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:33.688043] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-17T20:18:33.688317] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-17T20:18:33.688443] [INFO ] [sig       ] CBRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:33.827276] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CBRE.txt
[2025-12-17T20:18:33.827412] [INFO ] [sig       ] [610/3576] Completed CBRE in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-17T20:18:33.827451] [INFO ] [sig       ] [611/3576] Forecasting CBRL...
[2025-12-17T20:18:33.827479] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-17T20:18:33.827509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-17T20:18:33.838437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-17T20:18:33.838789] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-17T20:18:33.839571] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-17T20:18:33.839639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:33.839671] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:33.839696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:33.839750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:33.895026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:33.895935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:33.896017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:33.896051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:34.020666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:34.020822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:34.020860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:34.020887] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:34.024208] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=73.81%)
[2025-12-17T20:18:34.024472] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-17T20:18:34.024619] [INFO ] [sig       ] CBRL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:34.161812] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CBRL.txt
[2025-12-17T20:18:34.161978] [INFO ] [sig       ] [611/3576] Completed CBRL in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:34.162020] [INFO ] [sig       ] [612/3576] Forecasting CBSH...
[2025-12-17T20:18:34.162049] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-17T20:18:34.162079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-17T20:18:34.173445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-17T20:18:34.173721] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-17T20:18:34.174472] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-17T20:18:34.174523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:34.174554] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:34.174606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:34.174665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:34.229848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:34.230435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:34.230516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:34.230548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:34.347741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:34.347890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:34.347929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:34.347958] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:34.351300] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-17T20:18:34.351618] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-17T20:18:34.351746] [INFO ] [sig       ] CBSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:34.496915] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CBSH.txt
[2025-12-17T20:18:34.497065] [INFO ] [sig       ] [612/3576] Completed CBSH in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:34.497103] [INFO ] [sig       ] [613/3576] Forecasting CBUS...
[2025-12-17T20:18:34.497131] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-17T20:18:34.497163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-17T20:18:34.508548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-17T20:18:34.508840] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-17T20:18:34.509686] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-17T20:18:34.509738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:34.509772] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:34.509799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:34.509855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:34.567012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:34.567784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:34.567867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:34.567901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:34.691796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:34.691953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:34.691993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:34.692022] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:34.695506] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-17T20:18:34.695834] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-17T20:18:34.695973] [INFO ] [sig       ] CBUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:34.843114] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CBUS.txt
[2025-12-17T20:18:34.843264] [INFO ] [sig       ] [613/3576] Completed CBUS in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:34.843302] [INFO ] [sig       ] [614/3576] Forecasting CBZ...
[2025-12-17T20:18:34.843331] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-17T20:18:34.843361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-17T20:18:34.854991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-17T20:18:34.855335] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-17T20:18:34.856164] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-17T20:18:34.856216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:34.856247] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:34.856275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:34.856331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:34.912988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:34.913782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:34.913864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:34.913897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:35.031401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:35.031550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:35.031607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:35.031637] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:35.034975] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-17T20:18:35.035241] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-17T20:18:35.035369] [INFO ] [sig       ] CBZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:35.179096] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CBZ.txt
[2025-12-17T20:18:35.179217] [INFO ] [sig       ] [614/3576] Completed CBZ in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:35.179254] [INFO ] [sig       ] [615/3576] Forecasting CC...
[2025-12-17T20:18:35.179281] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-17T20:18:35.179311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-17T20:18:35.190631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-17T20:18:35.190901] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-17T20:18:35.191649] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-17T20:18:35.191699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:35.191730] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:35.191757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:35.191812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:35.246813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:35.247429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:35.247535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:35.247569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:35.367376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:35.367522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:35.367599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:35.367631] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:35.370969] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-17T20:18:35.371239] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-17T20:18:35.371365] [INFO ] [sig       ] CC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:35.515633] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CC.txt
[2025-12-17T20:18:35.515795] [INFO ] [sig       ] [615/3576] Completed CC in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:35.515835] [INFO ] [sig       ] [616/3576] Forecasting CCAP...
[2025-12-17T20:18:35.515865] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-17T20:18:35.515895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-17T20:18:35.527969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-17T20:18:35.528311] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-17T20:18:35.529149] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-17T20:18:35.529200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:35.529231] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:35.529257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:35.529313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:35.584948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:35.585749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:35.585830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:35.585862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:35.706316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:35.706469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:35.706509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:35.706537] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:35.709851] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=13.26%)
[2025-12-17T20:18:35.710116] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-17T20:18:35.710241] [INFO ] [sig       ] CCAP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:35.849918] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCAP.txt
[2025-12-17T20:18:35.850056] [INFO ] [sig       ] [616/3576] Completed CCAP in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:35.850094] [INFO ] [sig       ] [617/3576] Forecasting CCB...
[2025-12-17T20:18:35.850123] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-17T20:18:35.850153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-17T20:18:35.861833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-17T20:18:35.862150] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-17T20:18:35.863011] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-17T20:18:35.863063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:35.863095] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:35.863123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:35.863180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:35.920328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:35.921165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:35.921247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:35.921281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:36.042130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:36.042283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:36.042324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:36.042353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:36.045812] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=56.12%)
[2025-12-17T20:18:36.046083] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-17T20:18:36.046208] [INFO ] [sig       ] CCB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:36.183400] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCB.txt
[2025-12-17T20:18:36.183539] [INFO ] [sig       ] [617/3576] Completed CCB in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:36.183594] [INFO ] [sig       ] [618/3576] Forecasting CCBG...
[2025-12-17T20:18:36.183625] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-17T20:18:36.183655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-17T20:18:36.194712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-17T20:18:36.195012] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-17T20:18:36.195881] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-17T20:18:36.195935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:36.195968] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:36.195996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:36.196053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:36.253679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:36.254396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:36.254487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:36.254533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:36.374257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:36.374411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:36.374453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:36.374482] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:36.377984] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-17T20:18:36.378258] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-17T20:18:36.378382] [INFO ] [sig       ] CCBG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:36.545103] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCBG.txt
[2025-12-17T20:18:36.545262] [INFO ] [sig       ] [618/3576] Completed CCBG in 0.4s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:36.545303] [INFO ] [sig       ] [619/3576] Forecasting CCCC...
[2025-12-17T20:18:36.545332] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-17T20:18:36.545363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-17T20:18:36.556833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-17T20:18:36.557162] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-17T20:18:36.557994] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-17T20:18:36.558047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:36.558090] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:36.558119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:36.558177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:36.616501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:36.617343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:36.617426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:36.617460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:36.744332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:36.744487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:36.744526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:36.744555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:36.747943] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=38.90%)
[2025-12-17T20:18:36.748214] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-17T20:18:36.748342] [INFO ] [sig       ] CCCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:36.886912] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCCC.txt
[2025-12-17T20:18:36.887054] [INFO ] [sig       ] [619/3576] Completed CCCC in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:36.887094] [INFO ] [sig       ] [620/3576] Forecasting CCD...
[2025-12-17T20:18:36.887124] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-17T20:18:36.887154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-17T20:18:36.899193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-17T20:18:36.899550] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-17T20:18:36.900378] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-17T20:18:36.900431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:36.900464] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:36.900491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:36.900548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:36.958422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:36.960018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:36.960192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:36.960226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:37.080007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:37.080158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:37.080200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:37.080229] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:37.083677] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-17T20:18:37.083952] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-17T20:18:37.084081] [INFO ] [sig       ] CCD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:37.234565] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCD.txt
[2025-12-17T20:18:37.234779] [INFO ] [sig       ] [620/3576] Completed CCD in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:37.234834] [INFO ] [sig       ] [621/3576] Forecasting CCEP...
[2025-12-17T20:18:37.235070] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-17T20:18:37.235112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-17T20:18:37.247142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-17T20:18:37.247497] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-17T20:18:37.248299] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-17T20:18:37.248350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:37.248381] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:37.248407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:37.248462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:37.306104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:37.306959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:37.307040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:37.307072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:37.434630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:37.434967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:37.435008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:37.435039] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:37.438504] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-17T20:18:37.438798] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-17T20:18:37.438972] [INFO ] [sig       ] CCEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:37.580539] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCEP.txt
[2025-12-17T20:18:37.580712] [INFO ] [sig       ] [621/3576] Completed CCEP in 0.3s | 2.92 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-17T20:18:37.580751] [INFO ] [sig       ] [622/3576] Forecasting CCI...
[2025-12-17T20:18:37.580781] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-17T20:18:37.580811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-17T20:18:37.592878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-17T20:18:37.593198] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-17T20:18:37.594026] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-17T20:18:37.594084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:37.594141] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:37.594170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:37.594227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:37.651418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:37.652150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:37.652231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:37.652264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:37.771864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:37.772014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:37.772054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:37.772081] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:37.775379] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-17T20:18:37.775668] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-17T20:18:37.775793] [INFO ] [sig       ] CCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:37.914336] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCI.txt
[2025-12-17T20:18:37.914461] [INFO ] [sig       ] [622/3576] Completed CCI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:37.914499] [INFO ] [sig       ] [623/3576] Forecasting CCIF...
[2025-12-17T20:18:37.914533] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-17T20:18:37.914565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-17T20:18:37.925668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-17T20:18:37.925966] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-17T20:18:37.926730] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-17T20:18:37.926780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:37.926811] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:37.926837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:37.926892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:37.983689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:37.984720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:37.984805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:37.984837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:38.102373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:38.102538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:38.102611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:38.102655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:38.106109] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-17T20:18:38.106383] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-17T20:18:38.106511] [INFO ] [sig       ] CCIF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:38.248496] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCIF.txt
[2025-12-17T20:18:38.248698] [INFO ] [sig       ] [623/3576] Completed CCIF in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:38.248754] [INFO ] [sig       ] [624/3576] Forecasting CCJ...
[2025-12-17T20:18:38.248798] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-17T20:18:38.248840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-17T20:18:38.263327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-17T20:18:38.263776] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-17T20:18:38.264651] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-17T20:18:38.264704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:38.264737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:38.264764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:38.264819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:38.321895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:38.322748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:38.322832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:38.322865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:38.443407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:38.443558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:38.443620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:38.443651] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:38.446939] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-17T20:18:38.447204] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-17T20:18:38.447325] [INFO ] [sig       ] CCJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:38.589679] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCJ.txt
[2025-12-17T20:18:38.589820] [INFO ] [sig       ] [624/3576] Completed CCJ in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:38.589858] [INFO ] [sig       ] [625/3576] Forecasting CCK...
[2025-12-17T20:18:38.589887] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-17T20:18:38.589917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-17T20:18:38.601052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-17T20:18:38.601348] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-17T20:18:38.602141] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-17T20:18:38.602192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:38.602223] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:38.602249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:38.602304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:38.658294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:38.659158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:38.659241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:38.659273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:38.782324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:38.782475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:38.782515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:38.782598] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:38.786022] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-12-17T20:18:38.786290] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-17T20:18:38.786415] [INFO ] [sig       ] CCK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:38.926646] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCK.txt
[2025-12-17T20:18:38.926801] [INFO ] [sig       ] [625/3576] Completed CCK in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:38.926841] [INFO ] [sig       ] [626/3576] Forecasting CCL...
[2025-12-17T20:18:38.926871] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-17T20:18:38.926903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-17T20:18:38.938763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-17T20:18:38.939110] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-17T20:18:38.939899] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-17T20:18:38.939951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:38.939983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:38.940010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:38.940066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:38.994566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:38.995427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:38.995511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:38.995543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:39.118316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:39.118473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:39.118518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:39.118564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:39.122034] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2025-12-17T20:18:39.122295] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-17T20:18:39.122419] [INFO ] [sig       ] CCL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:39.259969] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCL.txt
[2025-12-17T20:18:39.260120] [INFO ] [sig       ] [626/3576] Completed CCL in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:39.260159] [INFO ] [sig       ] [627/3576] Forecasting CCLD...
[2025-12-17T20:18:39.260189] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-17T20:18:39.260219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-17T20:18:39.271688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-17T20:18:39.271998] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-17T20:18:39.272762] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-17T20:18:39.272812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:39.272843] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:39.272868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:39.272923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:39.327256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:39.327981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:39.328078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:39.328109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:39.445090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:39.445256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:39.445295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:39.445323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:39.448732] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-17T20:18:39.449059] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-17T20:18:39.449196] [INFO ] [sig       ] CCLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:39.593456] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCLD.txt
[2025-12-17T20:18:39.593674] [INFO ] [sig       ] [627/3576] Completed CCLD in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:39.593734] [INFO ] [sig       ] [628/3576] Forecasting CCNE...
[2025-12-17T20:18:39.593768] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-17T20:18:39.593805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-17T20:18:39.606922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-17T20:18:39.607344] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-17T20:18:39.608383] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-17T20:18:39.608446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:39.608491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:39.608528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:39.608640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:39.677040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:39.678058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:39.678155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:39.678216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:39.820965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:39.821272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:39.821341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:39.821388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:39.825850] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-17T20:18:39.826207] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-17T20:18:39.826356] [INFO ] [sig       ] CCNE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:39.997340] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCNE.txt
[2025-12-17T20:18:39.997479] [INFO ] [sig       ] [628/3576] Completed CCNE in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-17T20:18:39.997518] [INFO ] [sig       ] [629/3576] Forecasting CCO...
[2025-12-17T20:18:39.997547] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-17T20:18:39.997593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-17T20:18:40.009287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-17T20:18:40.009674] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-17T20:18:40.010467] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-17T20:18:40.010519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:40.010551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:40.010595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:40.010662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:40.071125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:40.071921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:40.072014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:40.072048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:40.216066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:40.216237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:40.216291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:40.216328] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:40.220676] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=54.68%)
[2025-12-17T20:18:40.221005] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-17T20:18:40.221169] [INFO ] [sig       ] CCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:40.381697] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCO.txt
[2025-12-17T20:18:40.381826] [INFO ] [sig       ] [629/3576] Completed CCO in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:40.381864] [INFO ] [sig       ] [630/3576] Forecasting CCOI...
[2025-12-17T20:18:40.381893] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-17T20:18:40.381922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-17T20:18:40.392887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-17T20:18:40.393165] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-17T20:18:40.393933] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-17T20:18:40.393984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:40.394015] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:40.394040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:40.394106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:40.448774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:40.449387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:40.449466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:40.449498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:40.566324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:40.566469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:40.566509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:40.566538] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:40.569896] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=24.57%)
[2025-12-17T20:18:40.570164] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-17T20:18:40.570286] [INFO ] [sig       ] CCOI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:40.707195] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCOI.txt
[2025-12-17T20:18:40.707348] [INFO ] [sig       ] [630/3576] Completed CCOI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:40.707386] [INFO ] [sig       ] [631/3576] Forecasting CCRN...
[2025-12-17T20:18:40.707415] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-17T20:18:40.707444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-17T20:18:40.719281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-17T20:18:40.719651] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-17T20:18:40.720411] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-17T20:18:40.720461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:40.720491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:40.720517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:40.720599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:40.776726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:40.777635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:40.777716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:40.777747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:40.901634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:40.901786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:40.901832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:40.901860] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:40.905154] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-17T20:18:40.905425] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-17T20:18:40.905551] [INFO ] [sig       ] CCRN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:41.046554] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CCRN.txt
[2025-12-17T20:18:41.046725] [INFO ] [sig       ] [631/3576] Completed CCRN in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:41.046763] [INFO ] [sig       ] [632/3576] Forecasting CCS...
[2025-12-17T20:18:41.046792] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-17T20:18:41.046996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-17T20:18:41.059254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-17T20:18:41.059552] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-17T20:18:41.060323] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-17T20:18:41.060384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:41.060416] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:41.060444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:41.060500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:41.114814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:41.115517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:41.115637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:41.115671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:41.233565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:41.233735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:41.233776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:41.233805] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:41.237242] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-17T20:18:41.237504] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-17T20:18:41.237651] [INFO ] [sig       ] CCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:41.377418] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCS.txt
[2025-12-17T20:18:41.377544] [INFO ] [sig       ] [632/3576] Completed CCS in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:41.377598] [INFO ] [sig       ] [633/3576] Forecasting CCSI...
[2025-12-17T20:18:41.377630] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-17T20:18:41.377661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-17T20:18:41.388192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-17T20:18:41.388458] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-17T20:18:41.389252] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-17T20:18:41.389302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:41.389333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:41.389360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:41.389415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:41.443736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:41.444457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:41.444540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:41.444588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:41.565907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:41.566074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:41.566116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:41.566145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:41.570143] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=76.22%)
[2025-12-17T20:18:41.570506] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-17T20:18:41.570691] [INFO ] [sig       ] CCSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:41.714935] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CCSI.txt
[2025-12-17T20:18:41.715097] [INFO ] [sig       ] [633/3576] Completed CCSI in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:41.715135] [INFO ] [sig       ] [634/3576] Forecasting CDC...
[2025-12-17T20:18:41.715163] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-17T20:18:41.715194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-17T20:18:41.726536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-17T20:18:41.726961] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-17T20:18:41.727772] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-17T20:18:41.727824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:41.727856] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:41.727882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:41.727939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:41.783010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:41.783832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:41.783922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:41.783953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:41.904115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:41.904268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:41.904307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:41.904335] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:41.907679] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-17T20:18:41.907961] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-17T20:18:41.908092] [INFO ] [sig       ] CDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:42.049531] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDC.txt
[2025-12-17T20:18:42.049725] [INFO ] [sig       ] [634/3576] Completed CDC in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:42.049777] [INFO ] [sig       ] [635/3576] Forecasting CDE...
[2025-12-17T20:18:42.049812] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-17T20:18:42.049845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-17T20:18:42.061445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-17T20:18:42.061798] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-17T20:18:42.062637] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-17T20:18:42.062701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:42.062741] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:42.062774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:42.062836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:42.120594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:42.121487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:42.121590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:42.121626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:42.254948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:42.255103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:42.255143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:42.255172] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:42.259128] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-17T20:18:42.259410] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-17T20:18:42.259544] [INFO ] [sig       ] CDE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:42.399999] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CDE.txt
[2025-12-17T20:18:42.400227] [INFO ] [sig       ] [635/3576] Completed CDE in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:42.400287] [INFO ] [sig       ] [636/3576] Forecasting CDIO...
[2025-12-17T20:18:42.400328] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-17T20:18:42.400373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-17T20:18:42.411676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-17T20:18:42.411990] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-17T20:18:42.412828] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-17T20:18:42.412880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:42.412913] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:42.412941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:42.412998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:42.473652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:42.474618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:42.474753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:42.474803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:42.604854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:42.605008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:42.605049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:42.605078] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:42.608552] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-17T20:18:42.608844] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-17T20:18:42.609005] [INFO ] [sig       ] CDIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:42.747673] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDIO.txt
[2025-12-17T20:18:42.747827] [INFO ] [sig       ] [636/3576] Completed CDIO in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:42.747865] [INFO ] [sig       ] [637/3576] Forecasting CDL...
[2025-12-17T20:18:42.747894] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-17T20:18:42.747925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-17T20:18:42.758986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-17T20:18:42.759340] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-17T20:18:42.760176] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-17T20:18:42.760227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:42.760259] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:42.760286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:42.760342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:42.815625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:42.816432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:42.816513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:42.816546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:42.931331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:42.931495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:42.931538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:42.931568] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:42.935443] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=85.27%)
[2025-12-17T20:18:42.935760] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-17T20:18:42.935894] [INFO ] [sig       ] CDL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:43.074839] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDL.txt
[2025-12-17T20:18:43.074962] [INFO ] [sig       ] [637/3576] Completed CDL in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:43.075000] [INFO ] [sig       ] [638/3576] Forecasting CDNA...
[2025-12-17T20:18:43.075029] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-17T20:18:43.075058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-17T20:18:43.085640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-17T20:18:43.085895] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-17T20:18:43.086651] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-17T20:18:43.086701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:43.086732] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:43.086759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:43.086815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:43.144958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:43.145844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:43.145928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:43.145961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:43.265885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:43.266036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:43.266079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:43.266109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:43.269640] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-17T20:18:43.269963] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-17T20:18:43.270098] [INFO ] [sig       ] CDNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:43.410479] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDNA.txt
[2025-12-17T20:18:43.410647] [INFO ] [sig       ] [638/3576] Completed CDNA in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-17T20:18:43.410696] [INFO ] [sig       ] [639/3576] Forecasting CDNS...
[2025-12-17T20:18:43.410733] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-17T20:18:43.410770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-17T20:18:43.422566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-17T20:18:43.423002] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-17T20:18:43.423845] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-17T20:18:43.423899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:43.423958] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:43.423986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:43.424043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:43.483160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:43.484014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:43.484098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:43.484132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:43.606353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:43.606498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:43.606552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:43.606601] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:43.609983] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-17T20:18:43.610249] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-17T20:18:43.610371] [INFO ] [sig       ] CDNS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:43.754326] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDNS.txt
[2025-12-17T20:18:43.754477] [INFO ] [sig       ] [639/3576] Completed CDNS in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:43.754516] [INFO ] [sig       ] [640/3576] Forecasting CDP...
[2025-12-17T20:18:43.754546] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-17T20:18:43.754593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-17T20:18:43.766207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-17T20:18:43.766551] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-17T20:18:43.767311] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-17T20:18:43.767362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:43.767393] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:43.767420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:43.767479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:43.825077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:43.825895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:43.825974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:43.826006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:43.946051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:43.946211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:43.946251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:43.946280] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:43.950197] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-17T20:18:43.950598] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-17T20:18:43.950748] [INFO ] [sig       ] CDP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:44.091416] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDP.txt
[2025-12-17T20:18:44.091564] [INFO ] [sig       ] [640/3576] Completed CDP in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:44.091622] [INFO ] [sig       ] [641/3576] Forecasting CDRE...
[2025-12-17T20:18:44.091652] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-17T20:18:44.091682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-17T20:18:44.103282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-17T20:18:44.103684] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-17T20:18:44.104487] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-17T20:18:44.104539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:44.104596] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:44.104634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:44.104694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:44.161965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:44.162643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:44.162722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:44.162758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:44.282231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:44.282370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:44.282408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:44.282436] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:44.285740] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-12-17T20:18:44.286007] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-17T20:18:44.286127] [INFO ] [sig       ] CDRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:44.424532] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CDRE.txt
[2025-12-17T20:18:44.424696] [INFO ] [sig       ] [641/3576] Completed CDRE in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:44.424739] [INFO ] [sig       ] [642/3576] Forecasting CDRO...
[2025-12-17T20:18:44.424770] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-17T20:18:44.424801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-17T20:18:44.436367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-17T20:18:44.436709] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-17T20:18:44.437474] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-17T20:18:44.437526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:44.437558] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:44.437614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:44.437685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:44.494290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:44.494953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:44.495031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:44.495062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:44.605474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:44.605654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:44.605706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:44.605788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:44.609333] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-17T20:18:44.609620] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-17T20:18:44.609745] [INFO ] [sig       ] CDRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:44.749955] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDRO.txt
[2025-12-17T20:18:44.750072] [INFO ] [sig       ] [642/3576] Completed CDRO in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:44.750110] [INFO ] [sig       ] [643/3576] Forecasting CDTX...
[2025-12-17T20:18:44.750140] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-17T20:18:44.750170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-17T20:18:44.761132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-17T20:18:44.761399] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-17T20:18:44.762165] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-17T20:18:44.762216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:44.762256] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:44.762283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:44.762339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:44.819462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:44.820085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:44.820163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:44.820194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:44.940345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:44.940493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:44.940533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:44.940562] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:44.943993] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-17T20:18:44.944262] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-17T20:18:44.944390] [INFO ] [sig       ] CDTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:45.083435] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDTX.txt
[2025-12-17T20:18:45.083565] [INFO ] [sig       ] [643/3576] Completed CDTX in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:45.083620] [INFO ] [sig       ] [644/3576] Forecasting CDXS...
[2025-12-17T20:18:45.083649] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-17T20:18:45.083679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-17T20:18:45.095866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-17T20:18:45.096316] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-17T20:18:45.097442] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-17T20:18:45.097511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:45.097564] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:45.097638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:45.097746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:45.157532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:45.158307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:45.158387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:45.158420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:45.284876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:45.285071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:45.285111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:45.285141] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:45.288451] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-17T20:18:45.288741] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-17T20:18:45.288890] [INFO ] [sig       ] CDXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:45.427952] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CDXS.txt
[2025-12-17T20:18:45.428083] [INFO ] [sig       ] [644/3576] Completed CDXS in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-17T20:18:45.428122] [INFO ] [sig       ] [645/3576] Forecasting CDZI...
[2025-12-17T20:18:45.428152] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-17T20:18:45.428183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-17T20:18:45.439641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-17T20:18:45.439945] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-17T20:18:45.440725] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-17T20:18:45.440787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:45.440827] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:45.440859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:45.440923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:45.497755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:45.498391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:45.498468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:45.498500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:45.622972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:45.623121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:45.623160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:45.623189] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:45.626490] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-17T20:18:45.626773] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-17T20:18:45.626895] [INFO ] [sig       ] CDZI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:45.766398] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CDZI.txt
[2025-12-17T20:18:45.766520] [INFO ] [sig       ] [645/3576] Completed CDZI in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:45.766558] [INFO ] [sig       ] [646/3576] Forecasting CE...
[2025-12-17T20:18:45.766606] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-17T20:18:45.766638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-17T20:18:45.777955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-17T20:18:45.778242] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-17T20:18:45.779034] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-17T20:18:45.779086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:45.779117] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:45.779143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:45.779199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:45.835180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:45.835877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:45.835955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:45.835987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:45.960533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:45.960708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:45.960749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:45.960777] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:45.964086] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-17T20:18:45.964368] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-17T20:18:45.964498] [INFO ] [sig       ] CE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:46.103686] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CE.txt
[2025-12-17T20:18:46.103835] [INFO ] [sig       ] [646/3576] Completed CE in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:46.103876] [INFO ] [sig       ] [647/3576] Forecasting CECO...
[2025-12-17T20:18:46.103912] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-17T20:18:46.103943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-17T20:18:46.115391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-17T20:18:46.115760] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-17T20:18:46.116501] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-17T20:18:46.116552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:46.116602] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:46.116630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:46.116685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:46.171722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:46.172536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:46.172641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:46.172675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:46.283785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:46.283943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:46.283982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:46.284010] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:46.287286] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-17T20:18:46.287554] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-17T20:18:46.287705] [INFO ] [sig       ] CECO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:46.425654] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CECO.txt
[2025-12-17T20:18:46.425801] [INFO ] [sig       ] [647/3576] Completed CECO in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:46.425840] [INFO ] [sig       ] [648/3576] Forecasting CEG...
[2025-12-17T20:18:46.425870] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-17T20:18:46.425901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-17T20:18:46.437159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-17T20:18:46.437429] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-17T20:18:46.438180] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-17T20:18:46.438231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:46.438261] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:46.438287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:46.438342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:46.494263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:46.495087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:46.495169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:46.495202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:46.616328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:46.616501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:46.616552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:46.616612] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:46.623299] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-17T20:18:46.623626] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-17T20:18:46.623772] [INFO ] [sig       ] CEG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:46.764468] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CEG.txt
[2025-12-17T20:18:46.764626] [INFO ] [sig       ] [648/3576] Completed CEG in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:46.764667] [INFO ] [sig       ] [649/3576] Forecasting CELC...
[2025-12-17T20:18:46.764705] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-17T20:18:46.764736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-17T20:18:46.776919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-17T20:18:46.777284] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-17T20:18:46.778097] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-17T20:18:46.778148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:46.778180] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:46.778209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:46.778266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:46.835619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:46.836484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:46.836640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:46.836675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:46.955027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:46.955184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:46.955225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:46.955253] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:46.958789] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-17T20:18:46.959126] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-17T20:18:46.959267] [INFO ] [sig       ] CELC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:47.102470] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CELC.txt
[2025-12-17T20:18:47.102638] [INFO ] [sig       ] [649/3576] Completed CELC in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:47.102680] [INFO ] [sig       ] [650/3576] Forecasting CELH...
[2025-12-17T20:18:47.102713] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-17T20:18:47.102752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-17T20:18:47.114412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-17T20:18:47.114702] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-17T20:18:47.115520] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-17T20:18:47.115590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:47.115625] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:47.115653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:47.115710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:47.173791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:47.174511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:47.174608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:47.174642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:47.296191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:47.296345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:47.296383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:47.296427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:47.299962] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=77.78%)
[2025-12-17T20:18:47.300222] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-17T20:18:47.300345] [INFO ] [sig       ] CELH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:47.447077] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CELH.txt
[2025-12-17T20:18:47.447228] [INFO ] [sig       ] [650/3576] Completed CELH in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:47.447266] [INFO ] [sig       ] [651/3576] Forecasting CELZ...
[2025-12-17T20:18:47.447297] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-17T20:18:47.447328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-17T20:18:47.458712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-17T20:18:47.459106] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-17T20:18:47.459932] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-17T20:18:47.459985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:47.460017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:47.460045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:47.460101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:47.518798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:47.519687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:47.519773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:47.519808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:47.649057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:47.649229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:47.649282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:47.649318] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:47.652975] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-17T20:18:47.653278] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-17T20:18:47.653416] [INFO ] [sig       ] CELZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:47.800963] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CELZ.txt
[2025-12-17T20:18:47.801121] [INFO ] [sig       ] [651/3576] Completed CELZ in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:47.801161] [INFO ] [sig       ] [652/3576] Forecasting CENTA...
[2025-12-17T20:18:47.801189] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-17T20:18:47.801220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-17T20:18:47.813438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-17T20:18:47.813867] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-17T20:18:47.814673] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-17T20:18:47.814724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:47.814759] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:47.814792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:47.814860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:47.870278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:47.871221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:47.871322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:47.871355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:47.986199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:47.986360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:47.986399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:47.986427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:47.989895] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-17T20:18:47.990168] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-17T20:18:47.990293] [INFO ] [sig       ] CENTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:48.130699] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CENTA.txt
[2025-12-17T20:18:48.130881] [INFO ] [sig       ] [652/3576] Completed CENTA in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:48.130927] [INFO ] [sig       ] [653/3576] Forecasting CENX...
[2025-12-17T20:18:48.130959] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-17T20:18:48.130991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-17T20:18:48.143712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-17T20:18:48.144073] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-17T20:18:48.145154] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-17T20:18:48.145232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:48.145269] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:48.145295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:48.145352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:48.213654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:48.214755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:48.214861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:48.214919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:48.348601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:48.348753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:48.348794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:48.348823] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:48.352249] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-17T20:18:48.352511] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-17T20:18:48.352650] [INFO ] [sig       ] CENX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:48.497956] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CENX.txt
[2025-12-17T20:18:48.498087] [INFO ] [sig       ] [653/3576] Completed CENX in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:48.498127] [INFO ] [sig       ] [654/3576] Forecasting CERS...
[2025-12-17T20:18:48.498158] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-17T20:18:48.498189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-17T20:18:48.510253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-17T20:18:48.510665] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-17T20:18:48.511478] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-17T20:18:48.511532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:48.511565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:48.511635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:48.511696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:48.566942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:48.567724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:48.567802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:48.567834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:48.685497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:48.685662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:48.685702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:48.685731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:48.689045] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-17T20:18:48.689314] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-17T20:18:48.689440] [INFO ] [sig       ] CERS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:48.884478] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CERS.txt
[2025-12-17T20:18:48.884666] [INFO ] [sig       ] [654/3576] Completed CERS in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:48.884709] [INFO ] [sig       ] [655/3576] Forecasting CETX...
[2025-12-17T20:18:48.884739] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-17T20:18:48.884772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-17T20:18:48.896226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-17T20:18:48.896606] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-17T20:18:48.897435] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-17T20:18:48.897486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:48.897518] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:48.897543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:48.897615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:48.966293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:48.967314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:48.967402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:48.967437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:49.082844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:49.083005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:49.083049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:49.083080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:49.086760] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-17T20:18:49.087069] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-17T20:18:49.087204] [INFO ] [sig       ] CETX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:49.236329] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CETX.txt
[2025-12-17T20:18:49.236487] [INFO ] [sig       ] [655/3576] Completed CETX in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:49.236538] [INFO ] [sig       ] [656/3576] Forecasting CEVA...
[2025-12-17T20:18:49.236598] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-17T20:18:49.236634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-17T20:18:49.248798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-17T20:18:49.249262] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-17T20:18:49.250180] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-17T20:18:49.250234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:49.250296] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:49.250325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:49.250384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:49.310887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:49.311780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:49.311888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:49.311923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:49.450819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:49.450998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:49.451058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:49.451090] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:49.455251] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=70.24%)
[2025-12-17T20:18:49.455639] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-17T20:18:49.455805] [INFO ] [sig       ] CEVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:49.612008] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CEVA.txt
[2025-12-17T20:18:49.612164] [INFO ] [sig       ] [656/3576] Completed CEVA in 0.4s | 2.92 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-17T20:18:49.612205] [INFO ] [sig       ] [657/3576] Forecasting CF...
[2025-12-17T20:18:49.612237] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-17T20:18:49.612271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-17T20:18:49.624647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-17T20:18:49.625025] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-17T20:18:49.625818] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-17T20:18:49.625871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:49.625903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:49.625931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:49.625988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:49.686058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:49.686930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:49.687026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:49.687061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:49.813751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:49.813924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:49.813975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:49.814007] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:49.817523] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-17T20:18:49.817878] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-17T20:18:49.818034] [INFO ] [sig       ] CF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:49.967337] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CF.txt
[2025-12-17T20:18:49.967497] [INFO ] [sig       ] [657/3576] Completed CF in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:49.967539] [INFO ] [sig       ] [658/3576] Forecasting CFFN...
[2025-12-17T20:18:49.967589] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-17T20:18:49.967631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-17T20:18:49.979525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-17T20:18:49.979888] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-17T20:18:49.980700] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-17T20:18:49.980754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:49.980788] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:49.980815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:49.980876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:50.040510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:50.041390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:50.041478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:50.041513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:50.172003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:50.172158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:50.172199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:50.172229] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:50.175689] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-12-17T20:18:50.175966] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-17T20:18:50.176096] [INFO ] [sig       ] CFFN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:50.337213] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CFFN.txt
[2025-12-17T20:18:50.337365] [INFO ] [sig       ] [658/3576] Completed CFFN in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:50.337405] [INFO ] [sig       ] [659/3576] Forecasting CFG...
[2025-12-17T20:18:50.337435] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-17T20:18:50.337466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-17T20:18:50.349561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-17T20:18:50.349964] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-17T20:18:50.350762] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-17T20:18:50.350814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:50.350844] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:50.350870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:50.350924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:50.405753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:50.406653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:50.406738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:50.406770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:50.527028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:50.527179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:50.527218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:50.527245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:50.530818] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2025-12-17T20:18:50.531121] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-17T20:18:50.531241] [INFO ] [sig       ] CFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:50.669052] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CFG.txt
[2025-12-17T20:18:50.669186] [INFO ] [sig       ] [659/3576] Completed CFG in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:50.669225] [INFO ] [sig       ] [660/3576] Forecasting CFO...
[2025-12-17T20:18:50.669256] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-17T20:18:50.669286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-17T20:18:50.680529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-17T20:18:50.680882] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-17T20:18:50.681666] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-17T20:18:50.681717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:50.681747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:50.681773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:50.681828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:50.736990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:50.737691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:50.737772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:50.737804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:50.845441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:50.845587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:50.845629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:50.845656] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:50.849026] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-17T20:18:50.849299] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-17T20:18:50.849425] [INFO ] [sig       ] CFO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:50.992212] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CFO.txt
[2025-12-17T20:18:50.992363] [INFO ] [sig       ] [660/3576] Completed CFO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:50.992413] [INFO ] [sig       ] [661/3576] Forecasting CG...
[2025-12-17T20:18:50.992447] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-17T20:18:50.992490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-17T20:18:51.005036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-17T20:18:51.005556] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-17T20:18:51.006368] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-17T20:18:51.006428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:51.006469] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:51.006499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:51.006583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:51.061931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:51.062515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:51.062633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:51.062670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:51.182752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:51.182919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:51.182962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:51.182990] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:51.186364] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-17T20:18:51.186644] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-17T20:18:51.186765] [INFO ] [sig       ] CG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:51.322949] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CG.txt
[2025-12-17T20:18:51.323096] [INFO ] [sig       ] [661/3576] Completed CG in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:51.323134] [INFO ] [sig       ] [662/3576] Forecasting CGABL...
[2025-12-17T20:18:51.323163] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-17T20:18:51.323194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-17T20:18:51.334101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-17T20:18:51.334378] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-17T20:18:51.335136] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-17T20:18:51.335187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:51.335218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:51.335243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:51.335298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:51.389503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:51.390115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:51.390194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:51.390226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:51.504736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:51.504895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:51.504936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:51.504963] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:51.509085] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-17T20:18:51.509367] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-17T20:18:51.509500] [INFO ] [sig       ] CGABL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:51.655283] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGABL.txt
[2025-12-17T20:18:51.655435] [INFO ] [sig       ] [662/3576] Completed CGABL in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:51.655475] [INFO ] [sig       ] [663/3576] Forecasting CGBD...
[2025-12-17T20:18:51.655504] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-17T20:18:51.655534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-17T20:18:51.667355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-17T20:18:51.667742] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-17T20:18:51.668511] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-17T20:18:51.668562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:51.668611] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:51.668651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:51.668708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:51.728115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:51.729004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:51.729091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:51.729129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:51.856647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:51.856807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:51.856849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:51.856878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:51.861536] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-17T20:18:51.861882] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-17T20:18:51.862027] [INFO ] [sig       ] CGBD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:52.013075] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CGBD.txt
[2025-12-17T20:18:52.013207] [INFO ] [sig       ] [663/3576] Completed CGBD in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-17T20:18:52.013245] [INFO ] [sig       ] [664/3576] Forecasting CGC...
[2025-12-17T20:18:52.013276] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-17T20:18:52.013305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-17T20:18:52.025975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-17T20:18:52.026286] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-17T20:18:52.027069] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-17T20:18:52.027119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:52.027151] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:52.027177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:52.027233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:52.093000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:52.093891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:52.093971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:52.094003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:52.217366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:52.217519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:52.217558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:52.217605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:52.221041] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-17T20:18:52.221309] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-17T20:18:52.221431] [INFO ] [sig       ] CGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:52.356526] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGC.txt
[2025-12-17T20:18:52.356677] [INFO ] [sig       ] [664/3576] Completed CGC in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:52.356716] [INFO ] [sig       ] [665/3576] Forecasting CGEM...
[2025-12-17T20:18:52.356746] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-17T20:18:52.356775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-17T20:18:52.369392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-17T20:18:52.369847] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-17T20:18:52.370681] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-17T20:18:52.370735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:52.370768] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:52.370796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:52.370853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:52.427944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:52.429048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:52.429147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:52.429180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:52.551742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:52.551906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:52.551955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:52.551986] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:52.555842] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-17T20:18:52.556130] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-17T20:18:52.556262] [INFO ] [sig       ] CGEM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:52.700694] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGEM.txt
[2025-12-17T20:18:52.700851] [INFO ] [sig       ] [665/3576] Completed CGEM in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:52.700896] [INFO ] [sig       ] [666/3576] Forecasting CGEN...
[2025-12-17T20:18:52.700932] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-17T20:18:52.700970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-17T20:18:52.712599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-17T20:18:52.712970] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-17T20:18:52.713771] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-17T20:18:52.713822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:52.713852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:52.713879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:52.713934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:52.771658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:52.772547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:52.772685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:52.772719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:52.892450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:52.892626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:52.892669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:52.892697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:52.896006] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2025-12-17T20:18:52.896272] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-17T20:18:52.896396] [INFO ] [sig       ] CGEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:53.035303] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGEN.txt
[2025-12-17T20:18:53.035437] [INFO ] [sig       ] [666/3576] Completed CGEN in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:53.035474] [INFO ] [sig       ] [667/3576] Forecasting CGNX...
[2025-12-17T20:18:53.035503] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-17T20:18:53.035532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-17T20:18:53.047160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-17T20:18:53.047441] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-17T20:18:53.048231] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-17T20:18:53.048297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:53.048333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:53.048360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:53.048417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:53.103471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:53.104085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:53.104163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:53.104195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:53.221145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:53.221256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:53.221292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:53.221319] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:53.224423] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=31.84%)
[2025-12-17T20:18:53.224702] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-17T20:18:53.224826] [INFO ] [sig       ] CGNX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:53.361481] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGNX.txt
[2025-12-17T20:18:53.361623] [INFO ] [sig       ] [667/3576] Completed CGNX in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:53.361663] [INFO ] [sig       ] [668/3576] Forecasting CGO...
[2025-12-17T20:18:53.361693] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-17T20:18:53.361724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-17T20:18:53.373367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-17T20:18:53.373659] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-17T20:18:53.374400] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-17T20:18:53.374450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:53.374481] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:53.374508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:53.374562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:53.430298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:53.430894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:53.430980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:53.431011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:53.543161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:53.543270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:53.543307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:53.543334] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:53.546534] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-17T20:18:53.546833] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-17T20:18:53.546975] [INFO ] [sig       ] CGO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:53.684074] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CGO.txt
[2025-12-17T20:18:53.684203] [INFO ] [sig       ] [668/3576] Completed CGO in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:53.684242] [INFO ] [sig       ] [669/3576] Forecasting CGON...
[2025-12-17T20:18:53.684271] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-17T20:18:53.684302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-17T20:18:53.695347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-17T20:18:53.695664] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-17T20:18:53.696418] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-17T20:18:53.696468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:53.696499] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:53.696528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:53.696605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:53.751634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:53.752229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:53.752307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:53.752340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:53.876373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:53.876518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:53.876557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:53.876604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:53.879930] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=40.25%)
[2025-12-17T20:18:53.880219] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-17T20:18:53.880341] [INFO ] [sig       ] CGON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:54.017808] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGON.txt
[2025-12-17T20:18:54.017973] [INFO ] [sig       ] [669/3576] Completed CGON in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:54.018020] [INFO ] [sig       ] [670/3576] Forecasting CGTX...
[2025-12-17T20:18:54.018056] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-17T20:18:54.018091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-17T20:18:54.029568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-17T20:18:54.029880] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-17T20:18:54.030678] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-17T20:18:54.030728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:54.030760] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:54.030786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:54.030842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:54.086116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:54.086735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:54.086813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:54.086845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:54.219071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:54.219240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:54.219283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:54.219311] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:54.223085] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-17T20:18:54.223408] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-17T20:18:54.223546] [INFO ] [sig       ] CGTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:54.410662] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CGTX.txt
[2025-12-17T20:18:54.410883] [INFO ] [sig       ] [670/3576] Completed CGTX in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:54.410959] [INFO ] [sig       ] [671/3576] Forecasting CHCI...
[2025-12-17T20:18:54.411015] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-17T20:18:54.411068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-17T20:18:54.427392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-17T20:18:54.427930] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-17T20:18:54.429085] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-17T20:18:54.429150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:54.429191] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:54.429227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:54.429308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:54.508519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:54.509742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:54.509862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:54.509907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:54.678190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:54.678386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:54.678450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:54.678498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:54.684078] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-17T20:18:54.684789] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-17T20:18:54.685018] [INFO ] [sig       ] CHCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:54.895964] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHCI.txt
[2025-12-17T20:18:54.896181] [INFO ] [sig       ] [671/3576] Completed CHCI in 0.5s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:54.896253] [INFO ] [sig       ] [672/3576] Forecasting CHCO...
[2025-12-17T20:18:54.896303] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-17T20:18:54.896354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-17T20:18:54.931562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-17T20:18:54.938624] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-17T20:18:54.940157] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-17T20:18:54.940233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:54.940280] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:54.940311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:54.940378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:55.024415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:55.025532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:55.025706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:55.025753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:55.193813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:55.193982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:55.194024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:55.194053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:55.198548] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-17T20:18:55.199038] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-17T20:18:55.199201] [INFO ] [sig       ] CHCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:55.364336] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHCO.txt
[2025-12-17T20:18:55.364501] [INFO ] [sig       ] [672/3576] Completed CHCO in 0.5s | 2.91 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-17T20:18:55.364542] [INFO ] [sig       ] [673/3576] Forecasting CHD...
[2025-12-17T20:18:55.364591] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-17T20:18:55.364624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-17T20:18:55.376946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-17T20:18:55.377347] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-17T20:18:55.378245] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-17T20:18:55.378302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:55.378363] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:55.378391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:55.378453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:55.436551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:55.437478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:55.437604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:55.437652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:55.562411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:55.562563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:55.562633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:55.562662] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:55.566064] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=85.47%)
[2025-12-17T20:18:55.566330] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-17T20:18:55.566453] [INFO ] [sig       ] CHD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:55.706066] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHD.txt
[2025-12-17T20:18:55.706191] [INFO ] [sig       ] [673/3576] Completed CHD in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:55.706228] [INFO ] [sig       ] [674/3576] Forecasting CHDN...
[2025-12-17T20:18:55.706257] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-17T20:18:55.706287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-17T20:18:55.718188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-17T20:18:55.718440] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-17T20:18:55.719216] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-17T20:18:55.719267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:55.719297] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:55.719323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:55.719377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:55.774300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:55.774890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:55.774968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:55.775004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:55.895228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:55.895340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:55.895393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:55.895421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:55.898645] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-17T20:18:55.898921] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-17T20:18:55.899042] [INFO ] [sig       ] CHDN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:56.037243] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHDN.txt
[2025-12-17T20:18:56.037363] [INFO ] [sig       ] [674/3576] Completed CHDN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:56.037400] [INFO ] [sig       ] [675/3576] Forecasting CHE...
[2025-12-17T20:18:56.037430] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-17T20:18:56.037460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-17T20:18:56.049267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-17T20:18:56.049531] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-17T20:18:56.050273] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-17T20:18:56.050323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:56.050355] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:56.050381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:56.050437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:56.106303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:56.106922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:56.107006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:56.107046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:56.225016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:56.225142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:56.225180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:56.225207] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:56.228378] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-17T20:18:56.228655] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-17T20:18:56.228776] [INFO ] [sig       ] CHE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:56.367746] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHE.txt
[2025-12-17T20:18:56.367908] [INFO ] [sig       ] [675/3576] Completed CHE in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:56.367949] [INFO ] [sig       ] [676/3576] Forecasting CHEF...
[2025-12-17T20:18:56.367985] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-17T20:18:56.368022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-17T20:18:56.379917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-17T20:18:56.380290] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-17T20:18:56.381081] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-17T20:18:56.381143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:56.381174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:56.381200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:56.381255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:56.436319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:56.437273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:56.437353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:56.437385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:56.552159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:56.552311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:56.552351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:56.552413] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:56.555739] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-17T20:18:56.556004] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-17T20:18:56.556126] [INFO ] [sig       ] CHEF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:56.699340] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHEF.txt
[2025-12-17T20:18:56.699488] [INFO ] [sig       ] [676/3576] Completed CHEF in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:56.699526] [INFO ] [sig       ] [677/3576] Forecasting CHH...
[2025-12-17T20:18:56.699555] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-17T20:18:56.699607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-17T20:18:56.712165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-17T20:18:56.712527] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-17T20:18:56.713317] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-17T20:18:56.713368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:56.713399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:56.713426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:56.713481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:56.772716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:56.773757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:56.773840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:56.773872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:56.895778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:56.895933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:56.895973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:56.896001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:56.899556] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=71.39%)
[2025-12-17T20:18:56.899842] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-17T20:18:56.899963] [INFO ] [sig       ] CHH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:57.045768] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHH.txt
[2025-12-17T20:18:57.045917] [INFO ] [sig       ] [677/3576] Completed CHH in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:57.045956] [INFO ] [sig       ] [678/3576] Forecasting CHI...
[2025-12-17T20:18:57.045986] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-17T20:18:57.046017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-17T20:18:57.057803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-17T20:18:57.058349] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-17T20:18:57.059137] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-17T20:18:57.059188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:57.059230] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:57.059258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:57.059313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:57.118370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:57.119258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:57.119342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:57.119374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:57.246441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:57.246616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:57.246657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:57.246685] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:57.250048] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-17T20:18:57.250320] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-17T20:18:57.250447] [INFO ] [sig       ] CHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:57.392240] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHI.txt
[2025-12-17T20:18:57.392385] [INFO ] [sig       ] [678/3576] Completed CHI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:57.392425] [INFO ] [sig       ] [679/3576] Forecasting CHKP...
[2025-12-17T20:18:57.392453] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-17T20:18:57.392485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-17T20:18:57.404940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-17T20:18:57.405363] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-17T20:18:57.406181] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-17T20:18:57.406235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:57.406268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:57.406296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:57.406352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:57.461967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:57.462911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:57.462999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:57.463032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:57.585335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:57.585500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:57.585542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:57.585588] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:57.588982] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2025-12-17T20:18:57.589249] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-17T20:18:57.589376] [INFO ] [sig       ] CHKP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:57.730184] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHKP.txt
[2025-12-17T20:18:57.730329] [INFO ] [sig       ] [679/3576] Completed CHKP in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:57.730555] [INFO ] [sig       ] [680/3576] Forecasting CHMI...
[2025-12-17T20:18:57.730603] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-17T20:18:57.730634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-17T20:18:57.742233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-17T20:18:57.742526] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-17T20:18:57.743319] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-17T20:18:57.743370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:57.743401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:57.743428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:57.743483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:57.808543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:57.809625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:57.809716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:57.809749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:57.934171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:57.934327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:57.934368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:57.934397] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:57.937740] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-17T20:18:57.938016] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-17T20:18:57.938144] [INFO ] [sig       ] CHMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:58.077925] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHMI.txt
[2025-12-17T20:18:58.078079] [INFO ] [sig       ] [680/3576] Completed CHMI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:58.078118] [INFO ] [sig       ] [681/3576] Forecasting CHRD...
[2025-12-17T20:18:58.078148] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-17T20:18:58.078178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-17T20:18:58.089563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-17T20:18:58.089941] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-17T20:18:58.090710] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-17T20:18:58.090762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:58.090793] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:58.090820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:58.090875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:58.147630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:58.148647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:58.148733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:58.148765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:58.272660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:58.272841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:58.272883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:58.272912] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:58.276796] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-17T20:18:58.277126] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-17T20:18:58.277263] [INFO ] [sig       ] CHRD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:58.415122] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHRD.txt
[2025-12-17T20:18:58.415248] [INFO ] [sig       ] [681/3576] Completed CHRD in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:58.415286] [INFO ] [sig       ] [682/3576] Forecasting CHRS...
[2025-12-17T20:18:58.415321] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-17T20:18:58.415352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-17T20:18:58.426502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-17T20:18:58.426794] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-17T20:18:58.427559] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-17T20:18:58.427630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:58.427661] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:58.427687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:58.427743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:58.482605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:58.483183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:58.483260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:58.483290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:58.604753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:58.604904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:58.604943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:58.604972] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:58.608412] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-17T20:18:58.608699] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-17T20:18:58.608823] [INFO ] [sig       ] CHRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:58.749176] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHRS.txt
[2025-12-17T20:18:58.749319] [INFO ] [sig       ] [682/3576] Completed CHRS in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:58.749357] [INFO ] [sig       ] [683/3576] Forecasting CHSCL...
[2025-12-17T20:18:58.749386] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-17T20:18:58.749417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-17T20:18:58.760200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-17T20:18:58.760586] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-17T20:18:58.761367] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-17T20:18:58.761417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:58.761448] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:58.761476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:58.761531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:58.816624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:58.817241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:58.817342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:58.817375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:58.931784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:58.931923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:58.931962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:58.931990] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:58.935217] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-17T20:18:58.935478] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-17T20:18:58.935615] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:59.073337] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHSCL.txt
[2025-12-17T20:18:59.073486] [INFO ] [sig       ] [683/3576] Completed CHSCL in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-17T20:18:59.073524] [INFO ] [sig       ] [684/3576] Forecasting CHSCM...
[2025-12-17T20:18:59.073553] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-17T20:18:59.073605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-17T20:18:59.084363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-17T20:18:59.084669] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-17T20:18:59.085440] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-17T20:18:59.085491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:59.085522] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:59.085549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:59.085622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:59.141868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:59.142469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:59.142544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:59.142592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:59.256544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:59.256711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:59.256751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:59.256779] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:59.260057] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-17T20:18:59.260318] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-17T20:18:59.260442] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:18:59.404291] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHSCM.txt
[2025-12-17T20:18:59.404457] [INFO ] [sig       ] [684/3576] Completed CHSCM in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:18:59.404500] [INFO ] [sig       ] [685/3576] Forecasting CHSCN...
[2025-12-17T20:18:59.404533] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-17T20:18:59.404564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-17T20:18:59.416440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-17T20:18:59.416798] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-17T20:18:59.417591] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-17T20:18:59.417644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:59.417676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:59.417704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:59.417760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:59.474129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:59.474810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:59.474889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:59.474922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:59.597746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:59.597892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:59.597933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:59.597978] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:59.601343] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-17T20:18:59.601620] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-17T20:18:59.601742] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:18:59.747867] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHSCN.txt
[2025-12-17T20:18:59.748018] [INFO ] [sig       ] [685/3576] Completed CHSCN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:18:59.748056] [INFO ] [sig       ] [686/3576] Forecasting CHSCO...
[2025-12-17T20:18:59.748088] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-17T20:18:59.748122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-17T20:18:59.759816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-17T20:18:59.760219] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-17T20:18:59.761017] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-17T20:18:59.761068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:18:59.761105] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:18:59.761137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:18:59.761206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:18:59.820149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:18:59.820909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:18:59.820990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:18:59.821023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:18:59.936277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:18:59.936444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:18:59.936483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:18:59.936511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:18:59.940247] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=82.94%)
[2025-12-17T20:18:59.940513] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-17T20:18:59.940656] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:00.083112] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHSCO.txt
[2025-12-17T20:19:00.083432] [INFO ] [sig       ] [686/3576] Completed CHSCO in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:19:00.083471] [INFO ] [sig       ] [687/3576] Forecasting CHSCP...
[2025-12-17T20:19:00.083501] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-17T20:19:00.083531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-17T20:19:00.095628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-17T20:19:00.095994] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-17T20:19:00.096886] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-17T20:19:00.096939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:00.096970] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:00.096997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:00.097052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:00.154279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:00.155167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:00.155264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:00.155297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:00.260816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:00.260971] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:19:00.261011] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:00.261040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:00.264420] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-17T20:19:00.264712] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-17T20:19:00.264841] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:00.402865] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHSCP.txt
[2025-12-17T20:19:00.403027] [INFO ] [sig       ] [687/3576] Completed CHSCP in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:19:00.403067] [INFO ] [sig       ] [688/3576] Forecasting CHWY...
[2025-12-17T20:19:00.403102] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-17T20:19:00.403135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-17T20:19:00.415802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-17T20:19:00.416182] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-17T20:19:00.416962] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-17T20:19:00.417014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:00.417045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:00.417072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:00.417126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:00.475111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:00.475962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:00.476044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:00.476078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:00.610838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:00.611001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:00.611042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:00.611072] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:00.614946] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-17T20:19:00.615503] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-17T20:19:00.615674] [INFO ] [sig       ] CHWY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:00.770444] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CHWY.txt
[2025-12-17T20:19:00.770615] [INFO ] [sig       ] [688/3576] Completed CHWY in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:19:00.770656] [INFO ] [sig       ] [689/3576] Forecasting CHY...
[2025-12-17T20:19:00.770687] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-17T20:19:00.770717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-17T20:19:00.782546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-17T20:19:00.782901] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-17T20:19:00.783688] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-17T20:19:00.783739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:00.783782] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:00.783809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:00.783865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:00.839097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:00.839914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:00.839997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:00.840030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:00.965720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:00.965840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:00.965882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:00.965911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:00.969871] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-12-17T20:19:00.970277] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-17T20:19:00.970419] [INFO ] [sig       ] CHY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:01.113880] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CHY.txt
[2025-12-17T20:19:01.114903] [INFO ] [sig       ] [689/3576] Completed CHY in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:19:01.114948] [INFO ] [sig       ] [690/3576] Forecasting CI...
[2025-12-17T20:19:01.114979] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-17T20:19:01.115009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-17T20:19:01.126445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-17T20:19:01.126821] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-17T20:19:01.127652] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-17T20:19:01.127735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:01.127780] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:01.127819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:01.127910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:01.186564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:01.187476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:01.187599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:01.187643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:01.316470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:01.316677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:01.316741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:01.316790] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:01.320855] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-17T20:19:01.321137] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-17T20:19:01.321267] [INFO ] [sig       ] CI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:01.477628] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CI.txt
[2025-12-17T20:19:01.477795] [INFO ] [sig       ] [690/3576] Completed CI in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-17T20:19:01.477837] [INFO ] [sig       ] [691/3576] Forecasting CIA...
[2025-12-17T20:19:01.477867] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-17T20:19:01.477897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-17T20:19:01.490686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-17T20:19:01.490977] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-17T20:19:01.491751] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-17T20:19:01.491807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:01.491838] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:01.491865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:01.491921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:01.547117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:01.547749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:01.547830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:01.547861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:01.668385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:01.668547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:01.668604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:01.668634] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:01.671976] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-12-17T20:19:01.672244] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-17T20:19:01.672366] [INFO ] [sig       ] CIA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:01.814321] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CIA.txt
[2025-12-17T20:19:01.814467] [INFO ] [sig       ] [691/3576] Completed CIA in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:01.814505] [INFO ] [sig       ] [692/3576] Forecasting CIB...
[2025-12-17T20:19:01.814535] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-17T20:19:01.814564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-17T20:19:01.826117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-17T20:19:01.826422] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-17T20:19:01.827193] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-17T20:19:01.827244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:01.827274] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:01.827299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:01.827354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:01.882021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:01.882858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:01.882937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:01.882969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:02.002339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:02.002504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:02.002543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:02.002589] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:02.006031] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-17T20:19:02.006320] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-17T20:19:02.006449] [INFO ] [sig       ] CIB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:02.148215] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIB.txt
[2025-12-17T20:19:02.148392] [INFO ] [sig       ] [692/3576] Completed CIB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:02.148434] [INFO ] [sig       ] [693/3576] Forecasting CIEN...
[2025-12-17T20:19:02.148466] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-17T20:19:02.148505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-17T20:19:02.159837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-17T20:19:02.160155] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-17T20:19:02.160940] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-17T20:19:02.160993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:02.161025] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:02.161053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:02.161109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:02.216447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:02.217231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:02.217315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:02.217347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:02.345346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:02.345503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:02.345545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:02.345626] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:02.349084] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-17T20:19:02.349375] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-17T20:19:02.349510] [INFO ] [sig       ] CIEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:02.513847] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIEN.txt
[2025-12-17T20:19:02.514000] [INFO ] [sig       ] [693/3576] Completed CIEN in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:02.514041] [INFO ] [sig       ] [694/3576] Forecasting CIF...
[2025-12-17T20:19:02.514073] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-17T20:19:02.514105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-17T20:19:02.525554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-17T20:19:02.525978] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-17T20:19:02.526796] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-17T20:19:02.526850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:02.526882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:02.526908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:02.526963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:02.582064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:02.582809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:02.582889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:02.582922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:02.690455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:02.690649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:02.690705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:02.690740] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:02.694549] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-17T20:19:02.694941] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-17T20:19:02.695092] [INFO ] [sig       ] CIF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:02.848181] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIF.txt
[2025-12-17T20:19:02.848350] [INFO ] [sig       ] [694/3576] Completed CIF in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:02.848391] [INFO ] [sig       ] [695/3576] Forecasting CIG...
[2025-12-17T20:19:02.848421] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-17T20:19:02.848453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-17T20:19:02.860410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-17T20:19:02.860770] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-17T20:19:02.861626] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-17T20:19:02.861679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:02.861711] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:02.861738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:02.861795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:02.922260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:02.923536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:02.923643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:02.923677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:03.054454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:03.054634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:03.054676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:03.054704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:03.058479] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-17T20:19:03.058785] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-17T20:19:03.059135] [INFO ] [sig       ] CIG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:03.208551] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIG.txt
[2025-12-17T20:19:03.208764] [INFO ] [sig       ] [695/3576] Completed CIG in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:03.208819] [INFO ] [sig       ] [696/3576] Forecasting CIGI...
[2025-12-17T20:19:03.208851] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-17T20:19:03.208927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-17T20:19:03.221821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-17T20:19:03.222146] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-17T20:19:03.222968] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-17T20:19:03.223021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:03.223053] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:03.223081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:03.223136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:03.278264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:03.278961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:03.279052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:03.279085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:03.398906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:03.399066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:03.399105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:03.399133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:03.402836] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=25.69%)
[2025-12-17T20:19:03.403134] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-17T20:19:03.403290] [INFO ] [sig       ] CIGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:03.546830] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIGI.txt
[2025-12-17T20:19:03.546985] [INFO ] [sig       ] [696/3576] Completed CIGI in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:03.547024] [INFO ] [sig       ] [697/3576] Forecasting CII...
[2025-12-17T20:19:03.547053] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-17T20:19:03.547082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-17T20:19:03.560298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-17T20:19:03.560917] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-17T20:19:03.561873] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-17T20:19:03.561924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:03.561955] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:03.561981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:03.562037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:03.619350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:03.620233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:03.620319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:03.620351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:03.750017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:03.750173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:03.750219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:03.750253] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:03.753997] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-17T20:19:03.754277] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-17T20:19:03.754407] [INFO ] [sig       ] CII: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:03.914226] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CII.txt
[2025-12-17T20:19:03.914433] [INFO ] [sig       ] [697/3576] Completed CII in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:03.914486] [INFO ] [sig       ] [698/3576] Forecasting CIM...
[2025-12-17T20:19:03.914527] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-17T20:19:03.914568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-17T20:19:03.930525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-17T20:19:03.931022] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-17T20:19:03.932187] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-17T20:19:03.932269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:03.932326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:03.932363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:03.932443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:04.008693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:04.009919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:04.010096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:04.010143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:04.135139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:04.135316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:04.135359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:04.135415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:04.139237] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-17T20:19:04.139534] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-17T20:19:04.139699] [INFO ] [sig       ] CIM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:04.294532] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CIM.txt
[2025-12-17T20:19:04.294713] [INFO ] [sig       ] [698/3576] Completed CIM in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:04.294778] [INFO ] [sig       ] [699/3576] Forecasting CINF...
[2025-12-17T20:19:04.294827] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-17T20:19:04.294880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-17T20:19:04.306425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-17T20:19:04.306788] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-17T20:19:04.307802] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-17T20:19:04.307869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:04.307921] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:04.307960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:04.308027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:04.368985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:04.369904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:04.369997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:04.370031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:04.503711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:04.503883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:04.503936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:04.503974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:04.508354] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-17T20:19:04.508718] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-17T20:19:04.508898] [INFO ] [sig       ] CINF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:04.654829] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CINF.txt
[2025-12-17T20:19:04.654958] [INFO ] [sig       ] [699/3576] Completed CINF in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:04.655003] [INFO ] [sig       ] [700/3576] Forecasting CING...
[2025-12-17T20:19:04.655035] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-17T20:19:04.655065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-17T20:19:04.666220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-17T20:19:04.666515] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-17T20:19:04.667311] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-17T20:19:04.667373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:04.667404] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:04.667431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:04.667486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:04.722547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:04.723446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:04.723567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:04.723620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:04.843917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:04.844097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:04.844156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:04.844198] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:04.848119] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-17T20:19:04.848433] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-17T20:19:04.848560] [INFO ] [sig       ] CING: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:04.987384] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CING.txt
[2025-12-17T20:19:04.987518] [INFO ] [sig       ] [700/3576] Completed CING in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:04.987558] [INFO ] [sig       ] [701/3576] Forecasting CIO...
[2025-12-17T20:19:04.987609] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-17T20:19:04.987643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-17T20:19:04.998706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-17T20:19:04.999023] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-17T20:19:04.999803] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-17T20:19:04.999865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:04.999904] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:04.999936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:04.999995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:05.062929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:05.063940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:05.064036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:05.064074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:05.193661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:05.193815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:05.193855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:05.193883] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:05.197190] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-17T20:19:05.197463] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-17T20:19:05.197607] [INFO ] [sig       ] CIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:05.340241] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CIO.txt
[2025-12-17T20:19:05.340400] [INFO ] [sig       ] [701/3576] Completed CIO in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-17T20:19:05.340440] [INFO ] [sig       ] [702/3576] Forecasting CION...
[2025-12-17T20:19:05.340469] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-17T20:19:05.340499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-17T20:19:05.352750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-17T20:19:05.353076] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-17T20:19:05.353913] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-17T20:19:05.353977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:05.354017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:05.354046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:05.354108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:05.413258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:05.414098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:05.414180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:05.414212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:05.542724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:05.542883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:05.542922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:05.542951] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:05.546719] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-17T20:19:05.547013] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-17T20:19:05.547144] [INFO ] [sig       ] CION: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:05.689735] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CION.txt
[2025-12-17T20:19:05.689888] [INFO ] [sig       ] [702/3576] Completed CION in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:05.689927] [INFO ] [sig       ] [703/3576] Forecasting CIVB...
[2025-12-17T20:19:05.689957] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-17T20:19:05.689989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-17T20:19:05.701537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-17T20:19:05.701984] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-17T20:19:05.702797] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-17T20:19:05.702851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:05.702884] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:05.702911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:05.702967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:05.759884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:05.760749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:05.760830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:05.760861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:05.878150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:05.878303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:05.878343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:05.878376] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:05.881747] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=10.93%)
[2025-12-17T20:19:05.882010] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-17T20:19:05.882131] [INFO ] [sig       ] CIVB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:06.021031] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CIVB.txt
[2025-12-17T20:19:06.021209] [INFO ] [sig       ] [703/3576] Completed CIVB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:06.021269] [INFO ] [sig       ] [704/3576] Forecasting CIVI...
[2025-12-17T20:19:06.021311] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-17T20:19:06.021353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-17T20:19:06.032598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-17T20:19:06.032900] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-17T20:19:06.033679] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-17T20:19:06.033731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:06.033763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:06.033790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:06.033847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:06.091123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:06.091778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:06.091860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:06.091892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:06.212061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:06.212215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:06.212255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:06.212286] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:06.215692] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-17T20:19:06.215977] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-17T20:19:06.216105] [INFO ] [sig       ] CIVI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:06.359373] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CIVI.txt
[2025-12-17T20:19:06.359543] [INFO ] [sig       ] [704/3576] Completed CIVI in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:06.359613] [INFO ] [sig       ] [705/3576] Forecasting CLB...
[2025-12-17T20:19:06.359654] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-17T20:19:06.359687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-17T20:19:06.371139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-17T20:19:06.371457] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-17T20:19:06.372240] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-17T20:19:06.372292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:06.372323] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:06.372350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:06.372410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:06.429287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:06.430061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:06.430162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:06.430198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:06.547132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:06.547276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:06.547316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:06.547347] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:06.550776] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-17T20:19:06.551046] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-17T20:19:06.551170] [INFO ] [sig       ] CLB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:06.690336] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLB.txt
[2025-12-17T20:19:06.690489] [INFO ] [sig       ] [705/3576] Completed CLB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:06.690534] [INFO ] [sig       ] [706/3576] Forecasting CLBK...
[2025-12-17T20:19:06.690566] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-17T20:19:06.690618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-17T20:19:06.702362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-17T20:19:06.702728] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-17T20:19:06.703469] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-17T20:19:06.703520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:06.703552] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:06.703597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:06.703656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:06.760011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:06.760838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:06.760919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:06.760951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:06.873212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:06.873364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:06.873402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:06.873432] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:06.876780] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-12-17T20:19:06.877052] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-17T20:19:06.877175] [INFO ] [sig       ] CLBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:07.019295] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLBK.txt
[2025-12-17T20:19:07.019445] [INFO ] [sig       ] [706/3576] Completed CLBK in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:07.019483] [INFO ] [sig       ] [707/3576] Forecasting CLCO...
[2025-12-17T20:19:07.019512] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-17T20:19:07.019542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-17T20:19:07.037025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-17T20:19:07.037400] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-17T20:19:07.038181] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-17T20:19:07.038242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:07.038318] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:07.038367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:07.038456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:07.100298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:07.101241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:07.101324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:07.101357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:07.221843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:07.221998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:07.222037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:07.222064] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:07.225534] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2025-12-17T20:19:07.225829] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-17T20:19:07.225992] [INFO ] [sig       ] CLCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:07.365164] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLCO.txt
[2025-12-17T20:19:07.365312] [INFO ] [sig       ] [707/3576] Completed CLCO in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-17T20:19:07.365357] [INFO ] [sig       ] [708/3576] Forecasting CLDX...
[2025-12-17T20:19:07.365391] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-17T20:19:07.365424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-17T20:19:07.377347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-17T20:19:07.377682] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-17T20:19:07.378433] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-17T20:19:07.378485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:07.378517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:07.378544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:07.378626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:07.435741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:07.436342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:07.436420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:07.436453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:07.555973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:07.556080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:07.556117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:07.556145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:07.559326] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-17T20:19:07.559629] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-17T20:19:07.559756] [INFO ] [sig       ] CLDX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:07.699005] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLDX.txt
[2025-12-17T20:19:07.699148] [INFO ] [sig       ] [708/3576] Completed CLDX in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:07.699185] [INFO ] [sig       ] [709/3576] Forecasting CLF...
[2025-12-17T20:19:07.699217] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-17T20:19:07.699254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-17T20:19:07.710775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-17T20:19:07.711079] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-17T20:19:07.711889] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-17T20:19:07.711941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:07.711974] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:07.712001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:07.712059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:07.771830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:07.772603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:07.772696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:07.772730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:07.895800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:07.895954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:07.896010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:07.896039] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:07.899443] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-17T20:19:07.899726] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-17T20:19:07.899852] [INFO ] [sig       ] CLF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:08.037038] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLF.txt
[2025-12-17T20:19:08.037168] [INFO ] [sig       ] [709/3576] Completed CLF in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:08.037204] [INFO ] [sig       ] [710/3576] Forecasting CLFD...
[2025-12-17T20:19:08.037234] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-17T20:19:08.037264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-17T20:19:08.048433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-17T20:19:08.048764] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-17T20:19:08.049532] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-17T20:19:08.049601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:08.049633] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:08.049659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:08.049713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:08.104888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:08.105458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:08.105534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:08.105566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:08.228483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:08.228841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:08.228895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:08.228961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:08.232416] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-17T20:19:08.232896] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-17T20:19:08.233022] [INFO ] [sig       ] CLFD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:08.370904] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLFD.txt
[2025-12-17T20:19:08.371029] [INFO ] [sig       ] [710/3576] Completed CLFD in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:08.371067] [INFO ] [sig       ] [711/3576] Forecasting CLH...
[2025-12-17T20:19:08.371096] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-17T20:19:08.371127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-17T20:19:08.381997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-17T20:19:08.382305] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-17T20:19:08.383102] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-17T20:19:08.383154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:08.383185] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:08.383213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:08.383269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:08.440570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:08.441340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:08.441441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:08.441475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:08.565355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:08.565560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:08.565622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:08.565652] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:08.569091] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-17T20:19:08.569355] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-17T20:19:08.569476] [INFO ] [sig       ] CLH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:08.707781] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLH.txt
[2025-12-17T20:19:08.707917] [INFO ] [sig       ] [711/3576] Completed CLH in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:08.707955] [INFO ] [sig       ] [712/3576] Forecasting CLLS...
[2025-12-17T20:19:08.707984] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-17T20:19:08.708016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-17T20:19:08.719479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-17T20:19:08.719799] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-17T20:19:08.720595] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-17T20:19:08.720647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:08.720677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:08.720704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:08.720760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:08.775912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:08.776715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:08.776796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:08.776829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:08.896663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:08.896812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:08.896851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:08.896878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:08.900152] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-17T20:19:08.900421] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-17T20:19:08.900541] [INFO ] [sig       ] CLLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:09.040637] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLLS.txt
[2025-12-17T20:19:09.040770] [INFO ] [sig       ] [712/3576] Completed CLLS in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:09.040808] [INFO ] [sig       ] [713/3576] Forecasting CLMB...
[2025-12-17T20:19:09.040837] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-17T20:19:09.040867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-17T20:19:09.051846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-17T20:19:09.052156] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-17T20:19:09.052977] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-17T20:19:09.053029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:09.053070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:09.053099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:09.053156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:09.109809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:09.110570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:09.110671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:09.110704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:09.232086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:09.232286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:09.232345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:09.232375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:09.236121] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-17T20:19:09.236463] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-17T20:19:09.236632] [INFO ] [sig       ] CLMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:09.377008] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLMB.txt
[2025-12-17T20:19:09.377155] [INFO ] [sig       ] [713/3576] Completed CLMB in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:09.377196] [INFO ] [sig       ] [714/3576] Forecasting CLNE...
[2025-12-17T20:19:09.377226] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-17T20:19:09.377256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-17T20:19:09.388729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-17T20:19:09.389054] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-17T20:19:09.389826] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-17T20:19:09.389878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:09.389910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:09.389937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:09.389993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:09.445450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:09.446179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:09.446260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:09.446295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:09.562940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:09.563088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:09.563127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:09.563156] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:09.566448] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-17T20:19:09.566732] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-17T20:19:09.566859] [INFO ] [sig       ] CLNE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:09.707772] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLNE.txt
[2025-12-17T20:19:09.707918] [INFO ] [sig       ] [714/3576] Completed CLNE in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:09.707958] [INFO ] [sig       ] [715/3576] Forecasting CLNN...
[2025-12-17T20:19:09.707988] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-17T20:19:09.708019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-17T20:19:09.719520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-17T20:19:09.719911] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-17T20:19:09.720786] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-17T20:19:09.720841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:09.720874] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:09.720903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:09.720961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:09.780271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:09.781050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:09.781135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:09.781171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:09.902408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:09.902567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:09.902624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:09.902653] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:09.906054] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-17T20:19:09.906334] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-17T20:19:09.906464] [INFO ] [sig       ] CLNN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:10.057511] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLNN.txt
[2025-12-17T20:19:10.057717] [INFO ] [sig       ] [715/3576] Completed CLNN in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:10.057769] [INFO ] [sig       ] [716/3576] Forecasting CLOA...
[2025-12-17T20:19:10.057813] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-17T20:19:10.057858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-17T20:19:10.069684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-17T20:19:10.070084] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-17T20:19:10.071027] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-17T20:19:10.071090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:10.071132] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:10.071168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:10.071247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:10.135526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:10.136415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:10.136502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:10.136535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:10.239253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:10.239398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:10.239438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:10.239467] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:10.242865] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=80.32%)
[2025-12-17T20:19:10.243150] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-17T20:19:10.243277] [INFO ] [sig       ] CLOA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:10.385441] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLOA.txt
[2025-12-17T20:19:10.385566] [INFO ] [sig       ] [716/3576] Completed CLOA in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:10.385623] [INFO ] [sig       ] [717/3576] Forecasting CLRB...
[2025-12-17T20:19:10.385659] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-17T20:19:10.385691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-17T20:19:10.398247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-17T20:19:10.398622] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-17T20:19:10.399426] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-17T20:19:10.399477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:10.399510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:10.399536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:10.399619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:10.458519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:10.459215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:10.459319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:10.459353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:10.578684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:10.578834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:10.578899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:10.578930] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:10.582417] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-17T20:19:10.582726] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-17T20:19:10.582855] [INFO ] [sig       ] CLRB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:10.737724] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLRB.txt
[2025-12-17T20:19:10.737886] [INFO ] [sig       ] [717/3576] Completed CLRB in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:10.737934] [INFO ] [sig       ] [718/3576] Forecasting CLRO...
[2025-12-17T20:19:10.737969] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-17T20:19:10.738006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-17T20:19:10.749974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-17T20:19:10.750365] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-17T20:19:10.751194] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-17T20:19:10.751246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:10.751279] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:10.751306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:10.751363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:10.812603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:10.813456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:10.813541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:10.813593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:10.926275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:10.926426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:10.926466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:10.926495] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:10.929994] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-17T20:19:10.930264] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-17T20:19:10.930405] [INFO ] [sig       ] CLRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:11.075902] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CLRO.txt
[2025-12-17T20:19:11.076081] [INFO ] [sig       ] [718/3576] Completed CLRO in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-17T20:19:11.076128] [INFO ] [sig       ] [719/3576] Forecasting CLS...
[2025-12-17T20:19:11.076159] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-17T20:19:11.076190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-17T20:19:11.087650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-17T20:19:11.087954] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-17T20:19:11.088744] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-17T20:19:11.088795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:11.088828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:11.088887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:11.088957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:11.146309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:11.147097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:11.147181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:11.147214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:11.270614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:11.270756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:11.270799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:11.270828] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:11.274109] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-17T20:19:11.274375] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-17T20:19:11.274497] [INFO ] [sig       ] CLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:11.422377] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLS.txt
[2025-12-17T20:19:11.422520] [INFO ] [sig       ] [719/3576] Completed CLS in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:11.422559] [INFO ] [sig       ] [720/3576] Forecasting CLX...
[2025-12-17T20:19:11.422606] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-17T20:19:11.422637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-17T20:19:11.434246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-17T20:19:11.434547] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-17T20:19:11.435318] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-17T20:19:11.435368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:11.435399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:11.435425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:11.435480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:11.500372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:11.501244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:11.501329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:11.501362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:11.623446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:11.623613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:11.623658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:11.623704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:11.627124] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2025-12-17T20:19:11.627411] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-17T20:19:11.627552] [INFO ] [sig       ] CLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:11.778221] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CLX.txt
[2025-12-17T20:19:11.778399] [INFO ] [sig       ] [720/3576] Completed CLX in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:11.778438] [INFO ] [sig       ] [721/3576] Forecasting CM...
[2025-12-17T20:19:11.778468] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-17T20:19:11.778499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-17T20:19:11.790086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-17T20:19:11.790410] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-17T20:19:11.791173] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-17T20:19:11.791224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:11.791256] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:11.791282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:11.791337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:11.849651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:11.850492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:11.850591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:11.850628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:11.970320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:11.970485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:11.970534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:11.970585] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:11.974018] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-17T20:19:11.974301] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-17T20:19:11.974439] [INFO ] [sig       ] CM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:12.119509] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CM.txt
[2025-12-17T20:19:12.119704] [INFO ] [sig       ] [721/3576] Completed CM in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:12.119746] [INFO ] [sig       ] [722/3576] Forecasting CMA...
[2025-12-17T20:19:12.119777] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-17T20:19:12.119808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-17T20:19:12.134524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-17T20:19:12.134940] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-17T20:19:12.135752] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-17T20:19:12.135803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:12.135834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:12.135860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:12.135916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:12.190605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:12.191504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:12.191607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:12.191641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:12.314096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:12.314244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:12.314285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:12.314313] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:12.317649] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-17T20:19:12.317915] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-17T20:19:12.318036] [INFO ] [sig       ] CMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:12.473530] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMA.txt
[2025-12-17T20:19:12.473709] [INFO ] [sig       ] [722/3576] Completed CMA in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:12.473751] [INFO ] [sig       ] [723/3576] Forecasting CMC...
[2025-12-17T20:19:12.473782] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-17T20:19:12.473813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-17T20:19:12.485546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-17T20:19:12.485892] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-17T20:19:12.486678] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-17T20:19:12.486731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:12.486765] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:12.486793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:12.486849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:12.542181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:12.542877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:12.542956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:12.542988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:12.665905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:12.666056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:12.666099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:12.666129] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:12.669672] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=49.44%)
[2025-12-17T20:19:12.669944] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-17T20:19:12.670070] [INFO ] [sig       ] CMC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:12.816499] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMC.txt
[2025-12-17T20:19:12.816658] [INFO ] [sig       ] [723/3576] Completed CMC in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:12.816700] [INFO ] [sig       ] [724/3576] Forecasting CMCM...
[2025-12-17T20:19:12.816729] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-17T20:19:12.816760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-17T20:19:12.828363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-17T20:19:12.828707] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-17T20:19:12.829487] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-17T20:19:12.829538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:12.829615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:12.829650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:12.829731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:12.887655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:12.888448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:12.888534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:12.888567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:13.000416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:13.000566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:13.000632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:13.000662] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:13.003977] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=67.42%)
[2025-12-17T20:19:13.004263] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-17T20:19:13.004386] [INFO ] [sig       ] CMCM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:13.145758] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMCM.txt
[2025-12-17T20:19:13.145910] [INFO ] [sig       ] [724/3576] Completed CMCM in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:13.145949] [INFO ] [sig       ] [725/3576] Forecasting CMCO...
[2025-12-17T20:19:13.145979] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-17T20:19:13.146011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-17T20:19:13.157817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-17T20:19:13.158157] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-17T20:19:13.158970] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-17T20:19:13.159021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:13.159054] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:13.159081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:13.159138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:13.213948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:13.214590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:13.214665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:13.214697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:13.335713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:13.335848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:13.335890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:13.335919] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:13.339295] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-17T20:19:13.339564] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-17T20:19:13.339708] [INFO ] [sig       ] CMCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:13.482159] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMCO.txt
[2025-12-17T20:19:13.482293] [INFO ] [sig       ] [725/3576] Completed CMCO in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-17T20:19:13.482332] [INFO ] [sig       ] [726/3576] Forecasting CMCSA...
[2025-12-17T20:19:13.482362] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-17T20:19:13.482400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-17T20:19:13.493660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-17T20:19:13.493964] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-17T20:19:13.494813] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-17T20:19:13.494875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:13.494910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:13.494938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:13.494994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:13.554894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:13.555730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:13.555811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:13.555844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:13.681546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:13.681711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:13.681758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:13.681788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:13.685263] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-17T20:19:13.685544] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-17T20:19:13.685688] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:13.830011] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMCSA.txt
[2025-12-17T20:19:13.830156] [INFO ] [sig       ] [726/3576] Completed CMCSA in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:13.830195] [INFO ] [sig       ] [727/3576] Forecasting CME...
[2025-12-17T20:19:13.830226] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-17T20:19:13.830257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-17T20:19:13.842006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-17T20:19:13.842323] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-17T20:19:13.843104] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-17T20:19:13.843155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:13.843187] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:13.843213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:13.843284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:13.899707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:13.900329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:13.900406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:13.900443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:14.024533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:14.024716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:14.024758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:14.024821] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:14.028228] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-17T20:19:14.028506] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-17T20:19:14.028654] [INFO ] [sig       ] CME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:14.170233] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CME.txt
[2025-12-17T20:19:14.170372] [INFO ] [sig       ] [727/3576] Completed CME in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:14.170416] [INFO ] [sig       ] [728/3576] Forecasting CMG...
[2025-12-17T20:19:14.170451] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-17T20:19:14.170490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-17T20:19:14.181651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-17T20:19:14.181971] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-17T20:19:14.182801] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-17T20:19:14.182863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:14.182902] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:14.182935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:14.183011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:14.242131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:14.243012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:14.243100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:14.243133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:14.362465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:14.362626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:14.362669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:14.362697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:14.366128] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-17T20:19:14.366396] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-17T20:19:14.366522] [INFO ] [sig       ] CMG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:14.506839] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMG.txt
[2025-12-17T20:19:14.506994] [INFO ] [sig       ] [728/3576] Completed CMG in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:14.507036] [INFO ] [sig       ] [729/3576] Forecasting CMI...
[2025-12-17T20:19:14.507066] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-17T20:19:14.507100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-17T20:19:14.519635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-17T20:19:14.520040] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-17T20:19:14.520877] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-17T20:19:14.520930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:14.520963] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:14.520989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:14.521046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:14.588609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:14.589472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:14.589568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:14.589622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:14.711565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:14.711729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:14.711770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:14.711799] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:14.715380] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-17T20:19:14.715672] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-17T20:19:14.715798] [INFO ] [sig       ] CMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:14.856260] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMI.txt
[2025-12-17T20:19:14.856391] [INFO ] [sig       ] [729/3576] Completed CMI in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:14.856429] [INFO ] [sig       ] [730/3576] Forecasting CMMB...
[2025-12-17T20:19:14.856458] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-17T20:19:14.856489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-17T20:19:14.867466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-17T20:19:14.867829] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-17T20:19:14.868686] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-17T20:19:14.868739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:14.868772] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:14.868800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:14.868883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:14.925251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:14.926205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:14.926286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:14.926319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:15.050402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:15.050598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:15.050643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:15.050681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:15.054332] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-12-17T20:19:15.054620] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-17T20:19:15.054747] [INFO ] [sig       ] CMMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:15.196838] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMMB.txt
[2025-12-17T20:19:15.196967] [INFO ] [sig       ] [730/3576] Completed CMMB in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:15.197004] [INFO ] [sig       ] [731/3576] Forecasting CMP...
[2025-12-17T20:19:15.197034] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-17T20:19:15.197064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-17T20:19:15.208502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-17T20:19:15.208831] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-17T20:19:15.209672] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-17T20:19:15.209724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:15.209758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:15.209785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:15.209843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:15.268224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:15.269124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:15.269206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:15.269240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:15.390197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:15.390339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:15.390380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:15.390414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:15.393741] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-17T20:19:15.394026] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-17T20:19:15.394149] [INFO ] [sig       ] CMP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:15.535203] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMP.txt
[2025-12-17T20:19:15.535327] [INFO ] [sig       ] [731/3576] Completed CMP in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:15.535364] [INFO ] [sig       ] [732/3576] Forecasting CMPO...
[2025-12-17T20:19:15.535393] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-17T20:19:15.535422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-17T20:19:15.546687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-17T20:19:15.546984] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-17T20:19:15.547771] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-17T20:19:15.547821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:15.547852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:15.547877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:15.547932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:15.604078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:15.604738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:15.604813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:15.604845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:15.726407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:15.726550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:15.726610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:15.726641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:15.730054] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=26.93%)
[2025-12-17T20:19:15.730326] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-17T20:19:15.730450] [INFO ] [sig       ] CMPO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:15.870591] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMPO.txt
[2025-12-17T20:19:15.870721] [INFO ] [sig       ] [732/3576] Completed CMPO in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:15.870759] [INFO ] [sig       ] [733/3576] Forecasting CMPS...
[2025-12-17T20:19:15.870790] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-17T20:19:15.870819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-17T20:19:15.881969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-17T20:19:15.882268] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-17T20:19:15.883051] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-17T20:19:15.883102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:15.883132] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:15.883158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:15.883213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:15.941127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:15.941785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:15.941865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:15.941898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:16.064787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:16.064938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:16.065015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:16.065047] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:16.068427] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-17T20:19:16.068715] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-17T20:19:16.068839] [INFO ] [sig       ] CMPS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:16.211701] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMPS.txt
[2025-12-17T20:19:16.211827] [INFO ] [sig       ] [733/3576] Completed CMPS in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:16.211864] [INFO ] [sig       ] [734/3576] Forecasting CMPX...
[2025-12-17T20:19:16.211892] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-17T20:19:16.211923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-17T20:19:16.223018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-17T20:19:16.223350] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-17T20:19:16.224140] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-17T20:19:16.224192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:16.224224] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:16.224259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:16.224330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:16.280880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:16.281528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:16.281650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:16.281685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:16.401535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:16.401746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:16.401801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:16.401838] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:16.405725] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-12-17T20:19:16.406053] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-17T20:19:16.406194] [INFO ] [sig       ] CMPX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:16.552170] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMPX.txt
[2025-12-17T20:19:16.552294] [INFO ] [sig       ] [734/3576] Completed CMPX in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:16.552349] [INFO ] [sig       ] [735/3576] Forecasting CMRE...
[2025-12-17T20:19:16.552381] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-17T20:19:16.552411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-17T20:19:16.563916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-17T20:19:16.564238] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-17T20:19:16.565046] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-17T20:19:16.565099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:16.565131] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:16.565159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:16.565217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:16.622512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:16.623215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:16.623294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:16.623326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:16.749031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:16.749200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:16.749242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:16.749272] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:16.752741] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-17T20:19:16.753016] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-17T20:19:16.753156] [INFO ] [sig       ] CMRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:16.897834] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMRE.txt
[2025-12-17T20:19:16.897958] [INFO ] [sig       ] [735/3576] Completed CMRE in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-17T20:19:16.897996] [INFO ] [sig       ] [736/3576] Forecasting CMS...
[2025-12-17T20:19:16.898024] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-17T20:19:16.898054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-17T20:19:16.909122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-17T20:19:16.909439] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-17T20:19:16.910238] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-17T20:19:16.910291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:16.910323] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:16.910350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:16.910405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:16.969156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:16.969952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:16.970031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:16.970063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:17.098804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:17.098979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:17.099022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:17.099052] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:17.102453] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=57.68%)
[2025-12-17T20:19:17.102744] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-17T20:19:17.102871] [INFO ] [sig       ] CMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:17.247063] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMS.txt
[2025-12-17T20:19:17.247192] [INFO ] [sig       ] [736/3576] Completed CMS in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:17.247230] [INFO ] [sig       ] [737/3576] Forecasting CMSA...
[2025-12-17T20:19:17.247258] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-17T20:19:17.247288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-17T20:19:17.258559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-17T20:19:17.258947] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-17T20:19:17.259760] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-17T20:19:17.259811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:17.259856] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:17.259885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:17.259941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:17.317398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:17.318054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:17.318132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:17.318165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:17.438221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:17.438364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:17.438404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:17.438434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:17.441864] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=37.40%)
[2025-12-17T20:19:17.442152] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-17T20:19:17.442277] [INFO ] [sig       ] CMSA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:17.586538] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMSA.txt
[2025-12-17T20:19:17.586717] [INFO ] [sig       ] [737/3576] Completed CMSA in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:17.586758] [INFO ] [sig       ] [738/3576] Forecasting CMSC...
[2025-12-17T20:19:17.586789] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-17T20:19:17.586820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-17T20:19:17.597874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-17T20:19:17.598185] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-17T20:19:17.599013] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-17T20:19:17.599065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:17.599096] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:17.599124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:17.599180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:17.656725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:17.657363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:17.657440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:17.657473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:17.777300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:17.777452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:17.777493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:17.777522] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:17.781036] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-12-17T20:19:17.781307] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-17T20:19:17.781430] [INFO ] [sig       ] CMSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:17.933557] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMSC.txt
[2025-12-17T20:19:17.933699] [INFO ] [sig       ] [738/3576] Completed CMSC in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:17.933736] [INFO ] [sig       ] [739/3576] Forecasting CMSD...
[2025-12-17T20:19:17.933766] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-17T20:19:17.933796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-17T20:19:17.944827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-17T20:19:17.945145] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-17T20:19:17.945943] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-17T20:19:17.945995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:17.946028] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:17.946055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:17.946112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:18.002127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:18.002752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:18.002832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:18.002865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:18.124643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:18.124792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:18.124832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:18.124860] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:18.128412] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2025-12-17T20:19:18.128704] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-17T20:19:18.128830] [INFO ] [sig       ] CMSD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:18.268672] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMSD.txt
[2025-12-17T20:19:18.268798] [INFO ] [sig       ] [739/3576] Completed CMSD in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:18.268835] [INFO ] [sig       ] [740/3576] Forecasting CMTG...
[2025-12-17T20:19:18.268891] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-17T20:19:18.268922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-17T20:19:18.280091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-17T20:19:18.280396] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-17T20:19:18.281225] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-17T20:19:18.281278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:18.281310] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:18.281338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:18.281394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:18.338745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:18.340045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:18.340226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:18.340260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:18.470180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:18.470346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:18.470391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:18.470421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:18.474023] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-17T20:19:18.474322] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-17T20:19:18.474457] [INFO ] [sig       ] CMTG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:18.630355] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CMTG.txt
[2025-12-17T20:19:18.630504] [INFO ] [sig       ] [740/3576] Completed CMTG in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:18.630555] [INFO ] [sig       ] [741/3576] Forecasting CMTL...
[2025-12-17T20:19:18.630611] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-17T20:19:18.630645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-17T20:19:18.642600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-17T20:19:18.642961] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-17T20:19:18.643825] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-17T20:19:18.643878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:18.643936] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:18.643964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:18.644022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:18.707341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:18.708253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:18.708337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:18.708370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:18.835645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:18.835803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:18.835844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:18.835873] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:18.840056] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-17T20:19:18.840412] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-17T20:19:18.840606] [INFO ] [sig       ] CMTL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:18.989936] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CMTL.txt
[2025-12-17T20:19:18.990079] [INFO ] [sig       ] [741/3576] Completed CMTL in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:18.990118] [INFO ] [sig       ] [742/3576] Forecasting CNA...
[2025-12-17T20:19:18.990148] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-17T20:19:18.990178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-17T20:19:19.001503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-17T20:19:19.001824] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-17T20:19:19.002601] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-17T20:19:19.002652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:19.002682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:19.002707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:19.002763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:19.058378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:19.059178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:19.059259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:19.059291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:19.178025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:19.178180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:19.178218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:19.178247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:19.181568] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-17T20:19:19.181850] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-17T20:19:19.181985] [INFO ] [sig       ] CNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:19.318444] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNA.txt
[2025-12-17T20:19:19.318599] [INFO ] [sig       ] [742/3576] Completed CNA in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-17T20:19:19.318639] [INFO ] [sig       ] [743/3576] Forecasting CNC...
[2025-12-17T20:19:19.318668] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-17T20:19:19.318698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-17T20:19:19.329763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-17T20:19:19.330085] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-17T20:19:19.330841] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-17T20:19:19.330890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:19.330922] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:19.330948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:19.331003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:19.385677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:19.386331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:19.386408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:19.386439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:19.504827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:19.504982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:19.505019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:19.505046] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:19.508328] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-17T20:19:19.508607] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-17T20:19:19.508728] [INFO ] [sig       ] CNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:19.647068] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNC.txt
[2025-12-17T20:19:19.647194] [INFO ] [sig       ] [743/3576] Completed CNC in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:19.647231] [INFO ] [sig       ] [744/3576] Forecasting CNF...
[2025-12-17T20:19:19.647261] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-17T20:19:19.647294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-17T20:19:19.658482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-17T20:19:19.658850] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-17T20:19:19.659670] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-17T20:19:19.659720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:19.659750] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:19.659776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:19.659830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:19.715242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:19.716103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:19.716181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:19.716212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:19.824592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:19.824761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:19.824800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:19.824843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:19.828194] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-17T20:19:19.828456] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-17T20:19:19.828599] [INFO ] [sig       ] CNF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:19.966455] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNF.txt
[2025-12-17T20:19:19.966593] [INFO ] [sig       ] [744/3576] Completed CNF in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:19.966633] [INFO ] [sig       ] [745/3576] Forecasting CNI...
[2025-12-17T20:19:19.966663] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-17T20:19:19.966692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-17T20:19:19.978107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-17T20:19:19.978410] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-17T20:19:19.979194] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-17T20:19:19.979245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:19.979276] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:19.979301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:19.979355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:20.034171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:20.035106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:20.035195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:20.035227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:20.152192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:20.152339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:20.152378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:20.152406] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:20.155664] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-17T20:19:20.155923] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-17T20:19:20.156043] [INFO ] [sig       ] CNI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:20.293598] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNI.txt
[2025-12-17T20:19:20.293715] [INFO ] [sig       ] [745/3576] Completed CNI in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:20.293751] [INFO ] [sig       ] [746/3576] Forecasting CNK...
[2025-12-17T20:19:20.293780] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-17T20:19:20.293810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-17T20:19:20.304771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-17T20:19:20.305031] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-17T20:19:20.305777] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-17T20:19:20.305827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:20.305857] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:20.305883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:20.305938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:20.362055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:20.362653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:20.362730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:20.362774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:20.483062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:20.483207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:20.483245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:20.483275] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:20.486619] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-17T20:19:20.486897] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-17T20:19:20.487018] [INFO ] [sig       ] CNK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:20.625104] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNK.txt
[2025-12-17T20:19:20.625209] [INFO ] [sig       ] [746/3576] Completed CNK in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:20.625245] [INFO ] [sig       ] [747/3576] Forecasting CNM...
[2025-12-17T20:19:20.625273] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-17T20:19:20.625303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-17T20:19:20.636237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-17T20:19:20.636496] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-17T20:19:20.637240] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-17T20:19:20.637290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:20.637321] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:20.637346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:20.637401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:20.693507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:20.694087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:20.694161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:20.694192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:20.818735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:20.818870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:20.818914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:20.818941] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:20.822169] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-12-17T20:19:20.822424] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-17T20:19:20.822543] [INFO ] [sig       ] CNM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:20.964076] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNM.txt
[2025-12-17T20:19:20.964194] [INFO ] [sig       ] [747/3576] Completed CNM in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:20.964233] [INFO ] [sig       ] [748/3576] Forecasting CNMD...
[2025-12-17T20:19:20.964262] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-17T20:19:20.964291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-17T20:19:20.975121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-17T20:19:20.975394] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-17T20:19:20.976169] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-17T20:19:20.976219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:20.976251] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:20.976288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:20.976345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:21.031721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:21.032283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:21.032357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:21.032390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:21.150438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:21.150585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:21.150629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:21.150656] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:21.153859] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-17T20:19:21.154115] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-17T20:19:21.154236] [INFO ] [sig       ] CNMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:21.291183] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNMD.txt
[2025-12-17T20:19:21.291309] [INFO ] [sig       ] [748/3576] Completed CNMD in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:21.291346] [INFO ] [sig       ] [749/3576] Forecasting CNNE...
[2025-12-17T20:19:21.291375] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-17T20:19:21.291405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-17T20:19:21.306467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-17T20:19:21.306972] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-17T20:19:21.308046] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-17T20:19:21.308117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:21.308171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:21.308218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:21.308308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:21.390211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:21.391284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:21.391397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:21.391455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:21.537926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:21.538079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:21.538120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:21.538149] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:21.541609] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-17T20:19:21.541883] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-17T20:19:21.542009] [INFO ] [sig       ] CNNE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:21.682338] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNNE.txt
[2025-12-17T20:19:21.682467] [INFO ] [sig       ] [749/3576] Completed CNNE in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:21.682505] [INFO ] [sig       ] [750/3576] Forecasting CNO...
[2025-12-17T20:19:21.682535] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-17T20:19:21.682565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-17T20:19:21.693595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-17T20:19:21.693902] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-17T20:19:21.694697] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-17T20:19:21.694758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:21.694790] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:21.694816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:21.694871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:21.752707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:21.753340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:21.753420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:21.753454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:21.873086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:21.873239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:21.873278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:21.873306] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:21.876600] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-17T20:19:21.876868] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-17T20:19:21.876989] [INFO ] [sig       ] CNO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:22.015711] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNO.txt
[2025-12-17T20:19:22.015837] [INFO ] [sig       ] [750/3576] Completed CNO in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:22.015875] [INFO ] [sig       ] [751/3576] Forecasting CNOB...
[2025-12-17T20:19:22.015905] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-17T20:19:22.015936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-17T20:19:22.026874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-17T20:19:22.027189] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-17T20:19:22.027972] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-17T20:19:22.028022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:22.028052] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:22.028078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:22.028134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:22.086106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:22.086899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:22.086980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:22.087013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:22.208819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:22.208994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:22.209038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:22.209068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:22.212476] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-17T20:19:22.212772] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-17T20:19:22.212901] [INFO ] [sig       ] CNOB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:22.353325] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNOB.txt
[2025-12-17T20:19:22.353459] [INFO ] [sig       ] [751/3576] Completed CNOB in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:22.353499] [INFO ] [sig       ] [752/3576] Forecasting CNP...
[2025-12-17T20:19:22.353529] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-17T20:19:22.353567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-17T20:19:22.365040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-17T20:19:22.365360] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-17T20:19:22.366123] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-17T20:19:22.366174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:22.366205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:22.366230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:22.366284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:22.423889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:22.424747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:22.424831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:22.424863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:22.549410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:22.549564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:22.549635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:22.549673] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:22.553114] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-17T20:19:22.553384] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-17T20:19:22.553508] [INFO ] [sig       ] CNP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:22.691918] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNP.txt
[2025-12-17T20:19:22.692056] [INFO ] [sig       ] [752/3576] Completed CNP in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-17T20:19:22.692094] [INFO ] [sig       ] [753/3576] Forecasting CNQ...
[2025-12-17T20:19:22.692124] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-17T20:19:22.692154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-17T20:19:22.703549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-17T20:19:22.703866] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-17T20:19:22.704616] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-17T20:19:22.704678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:22.704715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:22.704746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:22.704812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:22.760947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:22.761701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:22.761782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:22.761814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:22.884744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:22.884895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:22.884934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:22.884962] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:22.888233] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-17T20:19:22.888494] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-17T20:19:22.888633] [INFO ] [sig       ] CNQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:23.028050] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNQ.txt
[2025-12-17T20:19:23.028187] [INFO ] [sig       ] [753/3576] Completed CNQ in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:23.028226] [INFO ] [sig       ] [754/3576] Forecasting CNS...
[2025-12-17T20:19:23.028255] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-17T20:19:23.028286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-17T20:19:23.039320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-17T20:19:23.039658] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-17T20:19:23.040418] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-17T20:19:23.040469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:23.040502] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:23.040529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:23.040609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:23.097864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:23.098562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:23.098659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:23.098693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:23.216824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:23.216977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:23.217017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:23.217048] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:23.223432] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-17T20:19:23.223744] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-17T20:19:23.223879] [INFO ] [sig       ] CNS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:23.361666] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNS.txt
[2025-12-17T20:19:23.361819] [INFO ] [sig       ] [754/3576] Completed CNS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:23.361881] [INFO ] [sig       ] [755/3576] Forecasting CNSP...
[2025-12-17T20:19:23.361912] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-17T20:19:23.361942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-17T20:19:23.372885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-17T20:19:23.373212] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-17T20:19:23.373977] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-17T20:19:23.374027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:23.374058] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:23.374085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:23.374140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:23.431008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:23.431883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:23.431965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:23.431999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:23.555078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:23.555225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:23.555265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:23.555296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:23.558742] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-17T20:19:23.559053] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-17T20:19:23.559189] [INFO ] [sig       ] CNSP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:23.698762] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNSP.txt
[2025-12-17T20:19:23.698911] [INFO ] [sig       ] [755/3576] Completed CNSP in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:23.698951] [INFO ] [sig       ] [756/3576] Forecasting CNTA...
[2025-12-17T20:19:23.698979] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-17T20:19:23.699010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-17T20:19:23.711381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-17T20:19:23.711768] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-17T20:19:23.712549] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-17T20:19:23.712628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:23.712662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:23.712691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:23.712748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:23.770938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:23.771809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:23.771892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:23.771926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:23.886540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:23.886707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:23.886748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:23.886778] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:23.890280] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-17T20:19:23.890546] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-17T20:19:23.890703] [INFO ] [sig       ] CNTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:24.029163] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNTA.txt
[2025-12-17T20:19:24.029286] [INFO ] [sig       ] [756/3576] Completed CNTA in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:24.029323] [INFO ] [sig       ] [757/3576] Forecasting CNTY...
[2025-12-17T20:19:24.029352] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-17T20:19:24.029382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-17T20:19:24.040375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-17T20:19:24.040674] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-17T20:19:24.041407] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-17T20:19:24.041457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:24.041488] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:24.041515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:24.041588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:24.097266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:24.097959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:24.098038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:24.098069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:24.216858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:24.217028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:24.217069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:24.217097] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:24.220435] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-17T20:19:24.220716] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-17T20:19:24.220840] [INFO ] [sig       ] CNTY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:24.358972] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNTY.txt
[2025-12-17T20:19:24.359099] [INFO ] [sig       ] [757/3576] Completed CNTY in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:24.359136] [INFO ] [sig       ] [758/3576] Forecasting CNVS...
[2025-12-17T20:19:24.359166] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-17T20:19:24.359195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-17T20:19:24.371545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-17T20:19:24.371940] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-17T20:19:24.372811] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-17T20:19:24.372868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:24.372900] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:24.372957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:24.373015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:24.427888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:24.428706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:24.428804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:24.428836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:24.550690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:24.550852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:24.550892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:24.550921] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:24.554211] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-17T20:19:24.554484] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-17T20:19:24.554628] [INFO ] [sig       ] CNVS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:24.694521] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNVS.txt
[2025-12-17T20:19:24.694677] [INFO ] [sig       ] [758/3576] Completed CNVS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:24.694717] [INFO ] [sig       ] [759/3576] Forecasting CNX...
[2025-12-17T20:19:24.694746] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-17T20:19:24.694777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-17T20:19:24.705949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-17T20:19:24.706276] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-17T20:19:24.707183] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-17T20:19:24.707237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:24.707270] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:24.707297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:24.707368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:24.763962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:24.764778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:24.764864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:24.764896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:24.891478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:24.891651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:24.891709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:24.891755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:24.895608] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-17T20:19:24.895918] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-17T20:19:24.896052] [INFO ] [sig       ] CNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:25.047376] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNX.txt
[2025-12-17T20:19:25.047534] [INFO ] [sig       ] [759/3576] Completed CNX in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:25.047592] [INFO ] [sig       ] [760/3576] Forecasting CNXC...
[2025-12-17T20:19:25.047627] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-17T20:19:25.047658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-17T20:19:25.059816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-17T20:19:25.060151] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-17T20:19:25.061084] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-17T20:19:25.061138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:25.061169] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:25.061197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:25.061252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:25.122853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:25.123809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:25.123904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:25.123939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:25.246256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:25.246410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:25.246454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:25.246484] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:25.250065] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-17T20:19:25.250334] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-17T20:19:25.250458] [INFO ] [sig       ] CNXC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:25.393051] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CNXC.txt
[2025-12-17T20:19:25.393175] [INFO ] [sig       ] [760/3576] Completed CNXC in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-17T20:19:25.393213] [INFO ] [sig       ] [761/3576] Forecasting CNXN...
[2025-12-17T20:19:25.393242] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-17T20:19:25.393273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-17T20:19:25.404417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-17T20:19:25.404702] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-17T20:19:25.405436] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-17T20:19:25.405487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:25.405529] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:25.405557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:25.405634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:25.463237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:25.464131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:25.464215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:25.464251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:25.583379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:25.583536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:25.583593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:25.583623] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:25.587008] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-17T20:19:25.587274] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-17T20:19:25.587395] [INFO ] [sig       ] CNXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:25.732145] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CNXN.txt
[2025-12-17T20:19:25.732277] [INFO ] [sig       ] [761/3576] Completed CNXN in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:25.732315] [INFO ] [sig       ] [762/3576] Forecasting COCO...
[2025-12-17T20:19:25.732345] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-17T20:19:25.732375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-17T20:19:25.743739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-17T20:19:25.744010] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-17T20:19:25.744789] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-17T20:19:25.744850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:25.744882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:25.744908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:25.744964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:25.801212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:25.801822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:25.801898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:25.801930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:25.924505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:25.924677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:25.924719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:25.924750] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:25.928171] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-17T20:19:25.928440] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-17T20:19:25.928566] [INFO ] [sig       ] COCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:26.074224] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COCO.txt
[2025-12-17T20:19:26.074350] [INFO ] [sig       ] [762/3576] Completed COCO in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:26.074387] [INFO ] [sig       ] [763/3576] Forecasting CODA...
[2025-12-17T20:19:26.074416] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-17T20:19:26.074445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-17T20:19:26.085599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-17T20:19:26.085926] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-17T20:19:26.086707] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-17T20:19:26.086760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:26.086793] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:26.086821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:26.086878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:26.143782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:26.144656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:26.144755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:26.144800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:26.256231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:26.256378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:26.256418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:26.256446] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:26.259816] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-17T20:19:26.260090] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-17T20:19:26.260217] [INFO ] [sig       ] CODA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:26.404969] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CODA.txt
[2025-12-17T20:19:26.405092] [INFO ] [sig       ] [763/3576] Completed CODA in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:26.405130] [INFO ] [sig       ] [764/3576] Forecasting CODI...
[2025-12-17T20:19:26.405159] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-17T20:19:26.405188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-17T20:19:26.416471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-17T20:19:26.416792] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-17T20:19:26.417551] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-17T20:19:26.417623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:26.417657] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:26.417685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:26.417742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:26.473756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:26.474595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:26.474680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:26.474719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:26.590802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:26.590950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:26.590990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:26.591020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:26.594333] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=56.38%)
[2025-12-17T20:19:26.594615] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-17T20:19:26.594744] [INFO ] [sig       ] CODI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:26.733941] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CODI.txt
[2025-12-17T20:19:26.734100] [INFO ] [sig       ] [764/3576] Completed CODI in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:26.734148] [INFO ] [sig       ] [765/3576] Forecasting COEP...
[2025-12-17T20:19:26.734177] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-17T20:19:26.734206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-17T20:19:26.745539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-17T20:19:26.745958] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-17T20:19:26.746751] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-17T20:19:26.746801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:26.746832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:26.746857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:26.746911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:26.806060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:26.807043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:26.807128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:26.807162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:26.931075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:26.931229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:26.931272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:26.931301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:26.934699] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-17T20:19:26.934972] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-17T20:19:26.935103] [INFO ] [sig       ] COEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:27.076068] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COEP.txt
[2025-12-17T20:19:27.076207] [INFO ] [sig       ] [765/3576] Completed COEP in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:27.076246] [INFO ] [sig       ] [766/3576] Forecasting COF...
[2025-12-17T20:19:27.076276] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-17T20:19:27.076307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-17T20:19:27.088178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-17T20:19:27.088464] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-17T20:19:27.089298] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-17T20:19:27.089352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:27.089384] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:27.089411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:27.089468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:27.146378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:27.147124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:27.147206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:27.147240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:27.270284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:27.270435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:27.270475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:27.270503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:27.273763] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-17T20:19:27.274022] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-17T20:19:27.274180] [INFO ] [sig       ] COF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:27.410209] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COF.txt
[2025-12-17T20:19:27.410333] [INFO ] [sig       ] [766/3576] Completed COF in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:27.410370] [INFO ] [sig       ] [767/3576] Forecasting COFS...
[2025-12-17T20:19:27.410398] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-17T20:19:27.410428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-17T20:19:27.421459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-17T20:19:27.421763] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-17T20:19:27.422495] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-17T20:19:27.422546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:27.422594] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:27.422623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:27.422678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:27.477764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:27.478421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:27.478500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:27.478532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:27.591270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:27.591429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:27.591478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:27.591506] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:27.594882] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=83.05%)
[2025-12-17T20:19:27.595152] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-17T20:19:27.595277] [INFO ] [sig       ] COFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:27.732971] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COFS.txt
[2025-12-17T20:19:27.733096] [INFO ] [sig       ] [767/3576] Completed COFS in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:27.733134] [INFO ] [sig       ] [768/3576] Forecasting COIN...
[2025-12-17T20:19:27.733163] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-17T20:19:27.733193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-17T20:19:27.744177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-17T20:19:27.744472] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-17T20:19:27.745257] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-17T20:19:27.745306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:27.745337] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:27.745364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:27.745418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:27.800634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:27.801300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:27.801410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:27.801444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:27.925024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:27.925183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:27.925245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:27.925274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:27.928596] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-17T20:19:27.928904] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-17T20:19:27.929032] [INFO ] [sig       ] COIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:28.067312] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COIN.txt
[2025-12-17T20:19:28.067462] [INFO ] [sig       ] [768/3576] Completed COIN in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-17T20:19:28.067501] [INFO ] [sig       ] [769/3576] Forecasting COKE...
[2025-12-17T20:19:28.067532] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-17T20:19:28.067564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-17T20:19:28.078827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-17T20:19:28.079196] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-17T20:19:28.079986] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-17T20:19:28.080038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:28.080069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:28.080094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:28.080150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:28.134745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:28.135605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:28.135687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:28.135719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:28.260030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:28.260185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:28.260228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:28.260258] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:28.263656] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-12-17T20:19:28.263926] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-17T20:19:28.264047] [INFO ] [sig       ] COKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:28.401413] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COKE.txt
[2025-12-17T20:19:28.401540] [INFO ] [sig       ] [769/3576] Completed COKE in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:28.401594] [INFO ] [sig       ] [770/3576] Forecasting COLB...
[2025-12-17T20:19:28.401626] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-17T20:19:28.401655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-17T20:19:28.413141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-17T20:19:28.413449] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-17T20:19:28.414243] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-17T20:19:28.414295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:28.414326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:28.414352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:28.414407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:28.471493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:28.472277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:28.472375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:28.472408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:28.591651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:28.591806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:28.591847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:28.591878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:28.595180] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=42.72%)
[2025-12-17T20:19:28.595442] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-17T20:19:28.595561] [INFO ] [sig       ] COLB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:28.733949] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COLB.txt
[2025-12-17T20:19:28.734077] [INFO ] [sig       ] [770/3576] Completed COLB in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:28.734114] [INFO ] [sig       ] [771/3576] Forecasting COLD...
[2025-12-17T20:19:28.734144] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-17T20:19:28.734172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-17T20:19:28.745276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-17T20:19:28.745593] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-17T20:19:28.746322] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-17T20:19:28.746372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:28.746403] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:28.746430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:28.746485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:28.803281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:28.804145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:28.804224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:28.804256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:28.926705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:28.926873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:28.926919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:28.926948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:28.930336] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-17T20:19:28.930626] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-17T20:19:28.930760] [INFO ] [sig       ] COLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:29.069709] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COLD.txt
[2025-12-17T20:19:29.069908] [INFO ] [sig       ] [771/3576] Completed COLD in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:29.069950] [INFO ] [sig       ] [772/3576] Forecasting COLL...
[2025-12-17T20:19:29.069980] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-17T20:19:29.070011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-17T20:19:29.081267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-17T20:19:29.081620] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-17T20:19:29.082484] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-17T20:19:29.082536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:29.082599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:29.082630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:29.082686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:29.137641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:29.138480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:29.138562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:29.138615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:29.263731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:29.263894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:29.263933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:29.263961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:29.267191] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-17T20:19:29.267452] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-17T20:19:29.267597] [INFO ] [sig       ] COLL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:29.404279] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COLL.txt
[2025-12-17T20:19:29.404404] [INFO ] [sig       ] [772/3576] Completed COLL in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:29.404441] [INFO ] [sig       ] [773/3576] Forecasting COLM...
[2025-12-17T20:19:29.404470] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-17T20:19:29.404500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-17T20:19:29.416081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-17T20:19:29.416360] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-17T20:19:29.417102] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-17T20:19:29.417153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:29.417183] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:29.417210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:29.417271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:29.476350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:29.477273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:29.477365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:29.477399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:29.599333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:29.599533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:29.599592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:29.599625] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:29.603189] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-17T20:19:29.603483] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-17T20:19:29.603635] [INFO ] [sig       ] COLM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:29.742772] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COLM.txt
[2025-12-17T20:19:29.742905] [INFO ] [sig       ] [773/3576] Completed COLM in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:29.742943] [INFO ] [sig       ] [774/3576] Forecasting COMM...
[2025-12-17T20:19:29.742973] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-17T20:19:29.743003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-17T20:19:29.754358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-17T20:19:29.754728] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-17T20:19:29.755494] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-17T20:19:29.755545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:29.755594] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:29.755622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:29.755678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:29.811253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:29.812046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:29.812123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:29.812154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:29.934561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:29.934739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:29.934787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:29.934825] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:29.938182] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2025-12-17T20:19:29.938451] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-17T20:19:29.938599] [INFO ] [sig       ] COMM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:30.078186] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COMM.txt
[2025-12-17T20:19:30.078337] [INFO ] [sig       ] [774/3576] Completed COMM in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:30.078375] [INFO ] [sig       ] [775/3576] Forecasting COMP...
[2025-12-17T20:19:30.078404] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-17T20:19:30.078435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-17T20:19:30.089776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-17T20:19:30.090122] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-17T20:19:30.090890] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-17T20:19:30.090940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:30.091018] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:30.091047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:30.091103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:30.147145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:30.148034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:30.148118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:30.148151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:30.272795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:30.272955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:30.272999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:30.273026] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:30.276403] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-17T20:19:30.276721] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-17T20:19:30.276870] [INFO ] [sig       ] COMP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:30.416109] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COMP.txt
[2025-12-17T20:19:30.416267] [INFO ] [sig       ] [775/3576] Completed COMP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:30.416307] [INFO ] [sig       ] [776/3576] Forecasting CONL...
[2025-12-17T20:19:30.416363] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-17T20:19:30.416397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-17T20:19:30.428130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-17T20:19:30.428493] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-17T20:19:30.429432] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-17T20:19:30.429487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:30.429518] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:30.429545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:30.429617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:30.490205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:30.491190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:30.491277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:30.491312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:30.615658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:30.615829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:30.615870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:30.615898] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:30.619498] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-17T20:19:30.619811] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-17T20:19:30.619948] [INFO ] [sig       ] CONL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:30.765947] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CONL.txt
[2025-12-17T20:19:30.766108] [INFO ] [sig       ] [776/3576] Completed CONL in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:30.766149] [INFO ] [sig       ] [777/3576] Forecasting COO...
[2025-12-17T20:19:30.766179] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-17T20:19:30.766212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-17T20:19:30.778393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-17T20:19:30.778815] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-17T20:19:30.779650] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-17T20:19:30.779703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:30.779737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:30.779767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:30.779837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:30.836097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:30.836983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:30.837064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:30.837097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:30.957273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:30.957431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:30.957471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:30.957498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:30.960880] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-17T20:19:30.961181] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-17T20:19:30.961315] [INFO ] [sig       ] COO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:31.105548] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COO.txt
[2025-12-17T20:19:31.105700] [INFO ] [sig       ] [777/3576] Completed COO in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:31.105739] [INFO ] [sig       ] [778/3576] Forecasting COP...
[2025-12-17T20:19:31.105768] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-17T20:19:31.105798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-17T20:19:31.117463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-17T20:19:31.117769] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-17T20:19:31.118500] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-17T20:19:31.118550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:31.118599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:31.118627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:31.118682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:31.172888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:31.173534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:31.173628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:31.173661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:31.289725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:31.289875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:31.289913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:31.289970] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:31.293259] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-17T20:19:31.293524] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-17T20:19:31.293664] [INFO ] [sig       ] COP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:31.431187] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COP.txt
[2025-12-17T20:19:31.431309] [INFO ] [sig       ] [778/3576] Completed COP in 0.3s | 2.92 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-17T20:19:31.431346] [INFO ] [sig       ] [779/3576] Forecasting COPP...
[2025-12-17T20:19:31.431375] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-17T20:19:31.431404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-17T20:19:31.443289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-17T20:19:31.443637] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-17T20:19:31.444376] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-17T20:19:31.444426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:31.444456] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:31.444481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:31.444536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:31.500063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:31.500700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:31.500779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:31.500816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:31.616213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:31.616366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:31.616405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:31.616450] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:31.619828] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-17T20:19:31.620091] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-17T20:19:31.620213] [INFO ] [sig       ] COPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:31.757405] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/COPP.txt
[2025-12-17T20:19:31.757537] [INFO ] [sig       ] [779/3576] Completed COPP in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:31.757591] [INFO ] [sig       ] [780/3576] Forecasting CORZ...
[2025-12-17T20:19:31.757622] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-17T20:19:31.757654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-17T20:19:31.769887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-17T20:19:31.770219] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-17T20:19:31.770970] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-17T20:19:31.771021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:31.771052] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:31.771078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:31.771133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:31.826603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:31.827353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:31.827433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:31.827465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:31.948987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:31.949139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:31.949177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:31.949204] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:31.952547] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=56.29%)
[2025-12-17T20:19:31.952827] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-17T20:19:31.952949] [INFO ] [sig       ] CORZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:32.089849] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CORZ.txt
[2025-12-17T20:19:32.090001] [INFO ] [sig       ] [780/3576] Completed CORZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:32.090038] [INFO ] [sig       ] [781/3576] Forecasting CORZZ...
[2025-12-17T20:19:32.090068] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-17T20:19:32.090098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-17T20:19:32.102001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-17T20:19:32.102378] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-17T20:19:32.103296] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-17T20:19:32.103350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:32.103381] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:32.103408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:32.103463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:32.159436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:32.160148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:32.160229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:32.160278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:32.274245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:32.274397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:32.274437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:32.274468] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:32.277841] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=72.61%)
[2025-12-17T20:19:32.278112] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-17T20:19:32.278237] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:32.414190] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CORZZ.txt
[2025-12-17T20:19:32.414318] [INFO ] [sig       ] [781/3576] Completed CORZZ in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:32.414355] [INFO ] [sig       ] [782/3576] Forecasting COTY...
[2025-12-17T20:19:32.414385] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-17T20:19:32.414414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-17T20:19:32.425797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-17T20:19:32.426115] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-17T20:19:32.426936] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-17T20:19:32.427000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:32.427039] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:32.427069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:32.427126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:32.484002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:32.484919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:32.485000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:32.485034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:32.605066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:32.605218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:32.605258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:32.605287] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:32.608634] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=0.18%)
[2025-12-17T20:19:32.608926] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-17T20:19:32.609054] [INFO ] [sig       ] COTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:32.747050] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COTY.txt
[2025-12-17T20:19:32.747177] [INFO ] [sig       ] [782/3576] Completed COTY in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:32.747217] [INFO ] [sig       ] [783/3576] Forecasting COWG...
[2025-12-17T20:19:32.747247] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-17T20:19:32.747276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-17T20:19:32.758488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-17T20:19:32.758816] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-17T20:19:32.759601] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-17T20:19:32.759652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:32.759682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:32.759719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:32.759775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:32.814625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:32.815303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:32.815381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:32.815413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:32.935719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:32.935869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:32.935911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:32.935940] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:32.939276] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-17T20:19:32.939538] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-17T20:19:32.939675] [INFO ] [sig       ] COWG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:33.075479] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COWG.txt
[2025-12-17T20:19:33.075625] [INFO ] [sig       ] [783/3576] Completed COWG in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:33.075665] [INFO ] [sig       ] [784/3576] Forecasting COYA...
[2025-12-17T20:19:33.075694] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-17T20:19:33.075725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-17T20:19:33.086709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-17T20:19:33.087012] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-17T20:19:33.087767] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-17T20:19:33.087817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:33.087848] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:33.087874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:33.087929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:33.142177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:33.142964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:33.143042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:33.143074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:33.254370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:33.254521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:33.254560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:33.254605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:33.257862] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2025-12-17T20:19:33.258123] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-17T20:19:33.258243] [INFO ] [sig       ] COYA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:33.394757] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/COYA.txt
[2025-12-17T20:19:33.394895] [INFO ] [sig       ] [784/3576] Completed COYA in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:33.394932] [INFO ] [sig       ] [785/3576] Forecasting CP...
[2025-12-17T20:19:33.394960] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-17T20:19:33.394991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-17T20:19:33.409383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-17T20:19:33.409709] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-17T20:19:33.410520] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-17T20:19:33.410587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:33.410620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:33.410648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:33.410710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:33.465729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:33.466370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:33.466491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:33.466526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:33.588087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:33.588238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:33.588277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:33.588305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:33.591681] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2025-12-17T20:19:33.591948] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-17T20:19:33.592072] [INFO ] [sig       ] CP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:33.788839] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CP.txt
[2025-12-17T20:19:33.788994] [INFO ] [sig       ] [785/3576] Completed CP in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-17T20:19:33.789032] [INFO ] [sig       ] [786/3576] Forecasting CPA...
[2025-12-17T20:19:33.789062] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-17T20:19:33.789094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-17T20:19:33.800418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-17T20:19:33.800745] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-17T20:19:33.801488] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-17T20:19:33.801538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:33.801569] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:33.801617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:33.801674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:33.857812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:33.858469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:33.858546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:33.858595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:33.974393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:33.974546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:33.974604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:33.974634] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:33.977976] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-17T20:19:33.978244] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-17T20:19:33.978369] [INFO ] [sig       ] CPA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:34.116806] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPA.txt
[2025-12-17T20:19:34.116961] [INFO ] [sig       ] [786/3576] Completed CPA in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:34.117007] [INFO ] [sig       ] [787/3576] Forecasting CPB...
[2025-12-17T20:19:34.117040] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-17T20:19:34.117070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-17T20:19:34.128526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-17T20:19:34.128880] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-17T20:19:34.129640] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-17T20:19:34.129691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:34.129722] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:34.129747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:34.129802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:34.184851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:34.185614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:34.185694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:34.185726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:34.301487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:34.301655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:34.301696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:34.301724] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:34.305016] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-17T20:19:34.305280] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-17T20:19:34.305404] [INFO ] [sig       ] CPB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:34.441516] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPB.txt
[2025-12-17T20:19:34.441664] [INFO ] [sig       ] [787/3576] Completed CPB in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:34.441705] [INFO ] [sig       ] [788/3576] Forecasting CPF...
[2025-12-17T20:19:34.441734] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-17T20:19:34.441764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-17T20:19:34.453308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-17T20:19:34.453639] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-17T20:19:34.454377] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-17T20:19:34.454426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:34.454457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:34.454483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:34.454537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:34.509540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:34.510341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:34.510420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:34.510452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:34.626150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:34.626300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:34.626339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:34.626368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:34.629681] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-17T20:19:34.629965] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-17T20:19:34.630104] [INFO ] [sig       ] CPF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:34.767506] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CPF.txt
[2025-12-17T20:19:34.767688] [INFO ] [sig       ] [788/3576] Completed CPF in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:34.767731] [INFO ] [sig       ] [789/3576] Forecasting CPIX...
[2025-12-17T20:19:34.767761] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-17T20:19:34.767792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-17T20:19:34.779394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-17T20:19:34.779782] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-17T20:19:34.780750] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-17T20:19:34.780803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:34.780837] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:34.780864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:34.780933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:34.835967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:34.836832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:34.836914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:34.836946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:34.957942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:34.958094] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:19:34.958134] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:34.958164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:34.961544] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-17T20:19:34.961834] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-17T20:19:34.961963] [INFO ] [sig       ] CPIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:35.099330] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CPIX.txt
[2025-12-17T20:19:35.099482] [INFO ] [sig       ] [789/3576] Completed CPIX in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:35.099520] [INFO ] [sig       ] [790/3576] Forecasting CPK...
[2025-12-17T20:19:35.099550] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-17T20:19:35.099598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-17T20:19:35.112865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-17T20:19:35.113283] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-17T20:19:35.114221] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-17T20:19:35.114276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:35.114309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:35.114337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:35.114394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:35.171675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:35.172508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:35.172609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:35.172646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:35.290031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:35.290192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:35.290232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:35.290261] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:35.293763] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-17T20:19:35.294106] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-17T20:19:35.294245] [INFO ] [sig       ] CPK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:35.438913] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPK.txt
[2025-12-17T20:19:35.439082] [INFO ] [sig       ] [790/3576] Completed CPK in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:35.439127] [INFO ] [sig       ] [791/3576] Forecasting CPNG...
[2025-12-17T20:19:35.439158] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-17T20:19:35.439190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-17T20:19:35.453909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-17T20:19:35.454399] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-17T20:19:35.455512] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-17T20:19:35.455613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:35.455668] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:35.455713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:35.455796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:35.535566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:35.536468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:35.536552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:35.536606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:35.666817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:35.666985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:35.667032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:35.667064] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:35.670838] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-17T20:19:35.671232] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-17T20:19:35.671395] [INFO ] [sig       ] CPNG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:35.814152] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPNG.txt
[2025-12-17T20:19:35.814291] [INFO ] [sig       ] [791/3576] Completed CPNG in 0.4s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:35.814329] [INFO ] [sig       ] [792/3576] Forecasting CPRI...
[2025-12-17T20:19:35.814358] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-17T20:19:35.814388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-17T20:19:35.825928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-17T20:19:35.826195] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-17T20:19:35.826951] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-17T20:19:35.827012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:35.827076] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:35.827104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:35.827160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:35.882757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:35.883321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:35.883398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:35.883430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:36.004976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:36.005361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:36.005405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:36.005433] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:36.009463] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-17T20:19:36.009779] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-17T20:19:36.009917] [INFO ] [sig       ] CPRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:36.156003] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPRI.txt
[2025-12-17T20:19:36.156160] [INFO ] [sig       ] [792/3576] Completed CPRI in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:36.156202] [INFO ] [sig       ] [793/3576] Forecasting CPRX...
[2025-12-17T20:19:36.156231] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-17T20:19:36.156261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-17T20:19:36.167895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-17T20:19:36.168273] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-17T20:19:36.169088] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-17T20:19:36.169140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:36.169171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:36.169197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:36.169252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:36.225897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:36.226756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:36.226835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:36.226867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:36.344815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:36.344973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:36.345015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:36.345045] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:36.348399] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2025-12-17T20:19:36.348691] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-17T20:19:36.348818] [INFO ] [sig       ] CPRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:36.501293] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPRX.txt
[2025-12-17T20:19:36.501443] [INFO ] [sig       ] [793/3576] Completed CPRX in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:36.501484] [INFO ] [sig       ] [794/3576] Forecasting CPS...
[2025-12-17T20:19:36.501513] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-17T20:19:36.501543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-17T20:19:36.517291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-17T20:19:36.517792] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-17T20:19:36.518793] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-17T20:19:36.518872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:36.518917] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:36.518951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:36.519033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:36.577244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:36.578218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:36.578307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:36.578340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:36.704795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:36.704963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:36.705006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:36.705036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:36.708439] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-17T20:19:36.708744] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-17T20:19:36.708904] [INFO ] [sig       ] CPS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:36.850791] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPS.txt
[2025-12-17T20:19:36.850955] [INFO ] [sig       ] [794/3576] Completed CPS in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:36.851002] [INFO ] [sig       ] [795/3576] Forecasting CPSH...
[2025-12-17T20:19:36.851031] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-17T20:19:36.851063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-17T20:19:36.862872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-17T20:19:36.863249] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-17T20:19:36.864064] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-17T20:19:36.864117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:36.864149] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:36.864176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:36.864232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:36.919687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:36.920501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:36.920610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:36.920645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:37.044836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:37.044996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:37.045042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:37.045118] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:37.048568] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-17T20:19:37.048910] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-17T20:19:37.049049] [INFO ] [sig       ] CPSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:37.194675] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPSH.txt
[2025-12-17T20:19:37.194829] [INFO ] [sig       ] [795/3576] Completed CPSH in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:37.194870] [INFO ] [sig       ] [796/3576] Forecasting CPSS...
[2025-12-17T20:19:37.194901] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-17T20:19:37.194936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-17T20:19:37.206963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-17T20:19:37.207335] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-17T20:19:37.208151] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-17T20:19:37.208204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:37.208249] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:37.208278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:37.208334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:37.264734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:37.265594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:37.265677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:37.265708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:37.370692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:37.370847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:37.370885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:37.370914] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:37.374399] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-17T20:19:37.374739] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-17T20:19:37.374875] [INFO ] [sig       ] CPSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:37.514258] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPSS.txt
[2025-12-17T20:19:37.514413] [INFO ] [sig       ] [796/3576] Completed CPSS in 0.3s | 2.92 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-17T20:19:37.514453] [INFO ] [sig       ] [797/3576] Forecasting CPZ...
[2025-12-17T20:19:37.514482] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-17T20:19:37.514513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-17T20:19:37.526183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-17T20:19:37.526606] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-17T20:19:37.527507] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-17T20:19:37.527599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:37.527654] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:37.527686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:37.527744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:37.588306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:37.589062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:37.589150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:37.589188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:37.713687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:37.713852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:37.713898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:37.713928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:37.717799] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-17T20:19:37.718093] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-17T20:19:37.718226] [INFO ] [sig       ] CPZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:37.868112] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CPZ.txt
[2025-12-17T20:19:37.868268] [INFO ] [sig       ] [797/3576] Completed CPZ in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:37.868311] [INFO ] [sig       ] [798/3576] Forecasting CQP...
[2025-12-17T20:19:37.868341] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-17T20:19:37.868373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-17T20:19:37.880334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-17T20:19:37.880722] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-17T20:19:37.881625] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-17T20:19:37.881679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:37.881711] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:37.881737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:37.881812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:37.946777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:37.947646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:37.947764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:37.947800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:38.074431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:38.074616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:38.074666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:38.074696] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:38.078403] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=49.89%)
[2025-12-17T20:19:38.078692] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-17T20:19:38.078820] [INFO ] [sig       ] CQP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:38.227266] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CQP.txt
[2025-12-17T20:19:38.227416] [INFO ] [sig       ] [798/3576] Completed CQP in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:38.227461] [INFO ] [sig       ] [799/3576] Forecasting CRAI...
[2025-12-17T20:19:38.227498] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-17T20:19:38.227542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-17T20:19:38.239331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-17T20:19:38.239685] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-17T20:19:38.240469] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-17T20:19:38.240522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:38.240554] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:38.240606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:38.240675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:38.295797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:38.296421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:38.296495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:38.296528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:38.415896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:38.416073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:38.416113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:38.416142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:38.419431] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-17T20:19:38.419712] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-17T20:19:38.419837] [INFO ] [sig       ] CRAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:38.556627] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRAI.txt
[2025-12-17T20:19:38.556759] [INFO ] [sig       ] [799/3576] Completed CRAI in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:38.556805] [INFO ] [sig       ] [800/3576] Forecasting CRBG...
[2025-12-17T20:19:38.556835] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-17T20:19:38.556865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-17T20:19:38.567616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-17T20:19:38.567931] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-17T20:19:38.568720] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-17T20:19:38.568770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:38.568801] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:38.568827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:38.568902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:38.624066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:38.624865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:38.624942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:38.624978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:38.742147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:38.742296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:38.742334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:38.742362] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:38.745676] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-17T20:19:38.745946] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-17T20:19:38.746069] [INFO ] [sig       ] CRBG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:38.884925] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRBG.txt
[2025-12-17T20:19:38.885075] [INFO ] [sig       ] [800/3576] Completed CRBG in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:38.885120] [INFO ] [sig       ] [801/3576] Forecasting CRBP...
[2025-12-17T20:19:38.885156] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-17T20:19:38.885186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-17T20:19:38.896895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-17T20:19:38.897252] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-17T20:19:38.898082] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-17T20:19:38.898143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:38.898174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:38.898199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:38.898254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:38.957705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:38.958640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:38.958723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:38.958755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:39.085659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:39.085808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:39.085849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:39.085878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:39.089436] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2025-12-17T20:19:39.089765] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-17T20:19:39.089913] [INFO ] [sig       ] CRBP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:39.247094] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRBP.txt
[2025-12-17T20:19:39.247284] [INFO ] [sig       ] [801/3576] Completed CRBP in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:39.247338] [INFO ] [sig       ] [802/3576] Forecasting CRC...
[2025-12-17T20:19:39.247385] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-17T20:19:39.247430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-17T20:19:39.260500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-17T20:19:39.260866] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-17T20:19:39.261779] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-17T20:19:39.261833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:39.261876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:39.261919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:39.262001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:39.326743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:39.327769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:39.327908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:39.327958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:39.471102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:39.471266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:39.471503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:39.471543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:39.475544] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2025-12-17T20:19:39.475853] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-17T20:19:39.475985] [INFO ] [sig       ] CRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:39.621161] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRC.txt
[2025-12-17T20:19:39.621340] [INFO ] [sig       ] [802/3576] Completed CRC in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-17T20:19:39.621391] [INFO ] [sig       ] [803/3576] Forecasting CRDF...
[2025-12-17T20:19:39.621423] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-17T20:19:39.621455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-17T20:19:39.632904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-17T20:19:39.633248] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-17T20:19:39.634095] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-17T20:19:39.634160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:39.634193] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:39.634221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:39.634277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:39.691398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:39.692340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:39.692421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:39.692465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:39.812849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:39.813000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:39.813040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:39.813109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:39.816512] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-17T20:19:39.816810] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-17T20:19:39.816937] [INFO ] [sig       ] CRDF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:39.960857] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRDF.txt
[2025-12-17T20:19:39.960985] [INFO ] [sig       ] [803/3576] Completed CRDF in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:39.961025] [INFO ] [sig       ] [804/3576] Forecasting CRDO...
[2025-12-17T20:19:39.961057] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-17T20:19:39.961088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-17T20:19:39.972456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-17T20:19:39.972785] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-17T20:19:39.973564] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-17T20:19:39.973635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:39.973667] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:39.973693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:39.973749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:40.031016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:40.031904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:40.031987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:40.032022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:40.152351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:40.152502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:40.152542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:40.152587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:40.155876] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-12-17T20:19:40.156143] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-17T20:19:40.156266] [INFO ] [sig       ] CRDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:40.304838] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRDO.txt
[2025-12-17T20:19:40.304989] [INFO ] [sig       ] [804/3576] Completed CRDO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:40.305029] [INFO ] [sig       ] [805/3576] Forecasting CREG...
[2025-12-17T20:19:40.305059] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-17T20:19:40.305090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-17T20:19:40.316995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-17T20:19:40.317372] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-17T20:19:40.318143] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-17T20:19:40.318194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:40.318226] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:40.318253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:40.318308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:40.375549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:40.376252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:40.376345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:40.376377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:40.486188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:40.486340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:40.486380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:40.486411] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:40.489897] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=30.25%)
[2025-12-17T20:19:40.490177] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-17T20:19:40.490302] [INFO ] [sig       ] CREG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:40.631234] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CREG.txt
[2025-12-17T20:19:40.631387] [INFO ] [sig       ] [805/3576] Completed CREG in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:40.631425] [INFO ] [sig       ] [806/3576] Forecasting CRESY...
[2025-12-17T20:19:40.631455] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-17T20:19:40.631485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-17T20:19:40.642732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-17T20:19:40.643073] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-17T20:19:40.643839] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-17T20:19:40.643889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:40.643920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:40.643947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:40.644002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:40.700410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:40.701343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:40.701427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:40.701460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:40.825865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:40.826027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:40.826069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:40.826099] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:40.829508] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-17T20:19:40.829810] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-17T20:19:40.829939] [INFO ] [sig       ] CRESY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:40.971102] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRESY.txt
[2025-12-17T20:19:40.971241] [INFO ] [sig       ] [806/3576] Completed CRESY in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:40.971280] [INFO ] [sig       ] [807/3576] Forecasting CREX...
[2025-12-17T20:19:40.971309] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-17T20:19:40.971339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-17T20:19:40.983311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-17T20:19:40.983678] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-17T20:19:40.984415] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-17T20:19:40.984465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:40.984507] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:40.984535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:40.984614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:41.040389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:41.041026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:41.041106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:41.041137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:41.160079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:41.160231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:41.160271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:41.160300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:41.163678] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-17T20:19:41.163954] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-17T20:19:41.164082] [INFO ] [sig       ] CREX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:41.307202] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CREX.txt
[2025-12-17T20:19:41.307362] [INFO ] [sig       ] [807/3576] Completed CREX in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:41.307403] [INFO ] [sig       ] [808/3576] Forecasting CRGO...
[2025-12-17T20:19:41.307432] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-17T20:19:41.307464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-17T20:19:41.318437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-17T20:19:41.318757] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-17T20:19:41.320215] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-17T20:19:41.320348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:41.320384] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:41.320411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:41.320467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:41.375922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:41.376894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:41.376978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:41.377033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:41.499191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:41.499359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:41.499407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:41.499440] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:41.503532] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-17T20:19:41.503873] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-17T20:19:41.504011] [INFO ] [sig       ] CRGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:41.651418] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRGO.txt
[2025-12-17T20:19:41.651565] [INFO ] [sig       ] [808/3576] Completed CRGO in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:41.651626] [INFO ] [sig       ] [809/3576] Forecasting CRGY...
[2025-12-17T20:19:41.651657] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-17T20:19:41.651688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-17T20:19:41.664425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-17T20:19:41.664805] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-17T20:19:41.665604] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-17T20:19:41.665658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:41.665715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:41.665744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:41.665801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:41.726532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:41.727532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:41.727649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:41.727696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:41.854994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:41.855149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:41.855189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:41.855219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:41.858839] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-17T20:19:41.859182] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-17T20:19:41.859344] [INFO ] [sig       ] CRGY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:42.007352] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRGY.txt
[2025-12-17T20:19:42.007503] [INFO ] [sig       ] [809/3576] Completed CRGY in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:42.007543] [INFO ] [sig       ] [810/3576] Forecasting CRH...
[2025-12-17T20:19:42.007593] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-17T20:19:42.007628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-17T20:19:42.019828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-17T20:19:42.020225] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-17T20:19:42.021032] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-17T20:19:42.021096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:42.021136] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:42.021169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:42.021237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:42.081675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:42.082461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:42.082546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:42.082598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:42.213411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:42.213599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:42.213649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:42.213682] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:42.217337] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-17T20:19:42.217644] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-17T20:19:42.217795] [INFO ] [sig       ] CRH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:42.366433] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRH.txt
[2025-12-17T20:19:42.366593] [INFO ] [sig       ] [810/3576] Completed CRH in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:42.366636] [INFO ] [sig       ] [811/3576] Forecasting CRI...
[2025-12-17T20:19:42.366672] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-17T20:19:42.366704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-17T20:19:42.379613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-17T20:19:42.380055] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-17T20:19:42.380919] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-17T20:19:42.380979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:42.381023] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:42.381053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:42.381109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:42.441999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:42.442903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:42.442995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:42.443038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:42.565428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:42.565600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:42.565642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:42.565670] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:42.569005] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-17T20:19:42.569270] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-17T20:19:42.569394] [INFO ] [sig       ] CRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:42.709978] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRI.txt
[2025-12-17T20:19:42.710130] [INFO ] [sig       ] [811/3576] Completed CRI in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:42.710178] [INFO ] [sig       ] [812/3576] Forecasting CRIS...
[2025-12-17T20:19:42.710214] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-17T20:19:42.710251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-17T20:19:42.722331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-17T20:19:42.722621] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-17T20:19:42.723386] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-17T20:19:42.723436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:42.723467] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:42.723493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:42.723557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:42.778755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:42.779360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:42.779447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:42.779480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:42.897952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:42.898104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:42.898145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:42.898203] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:42.901516] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-17T20:19:42.901797] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-17T20:19:42.901921] [INFO ] [sig       ] CRIS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:43.041193] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRIS.txt
[2025-12-17T20:19:43.041322] [INFO ] [sig       ] [812/3576] Completed CRIS in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:43.041361] [INFO ] [sig       ] [813/3576] Forecasting CRK...
[2025-12-17T20:19:43.041391] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-17T20:19:43.041420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-17T20:19:43.055600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-17T20:19:43.055887] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-17T20:19:43.056646] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-17T20:19:43.056697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:43.056728] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:43.056754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:43.056810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:43.113486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:43.114227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:43.114308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:43.114342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:43.233326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:43.233475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:43.233515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:43.233544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:43.236933] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=39.79%)
[2025-12-17T20:19:43.237201] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-17T20:19:43.237325] [INFO ] [sig       ] CRK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:43.375065] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRK.txt
[2025-12-17T20:19:43.375195] [INFO ] [sig       ] [813/3576] Completed CRK in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-17T20:19:43.375240] [INFO ] [sig       ] [814/3576] Forecasting CRL...
[2025-12-17T20:19:43.375269] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-17T20:19:43.375299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-17T20:19:43.387444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-17T20:19:43.387750] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-17T20:19:43.388477] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-17T20:19:43.388527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:43.388558] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:43.388602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:43.388660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:43.445845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:43.446489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:43.446567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:43.446621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:43.572014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:43.572164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:43.572214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:43.572250] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:43.575648] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-17T20:19:43.575917] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-17T20:19:43.576043] [INFO ] [sig       ] CRL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:43.717795] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRL.txt
[2025-12-17T20:19:43.717941] [INFO ] [sig       ] [814/3576] Completed CRL in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:43.717981] [INFO ] [sig       ] [815/3576] Forecasting CRM...
[2025-12-17T20:19:43.718011] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-17T20:19:43.718045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-17T20:19:43.730073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-17T20:19:43.730459] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-17T20:19:43.731305] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-17T20:19:43.731357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:43.731389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:43.731417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:43.731473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:43.788470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:43.789157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:43.789238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:43.789272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:43.909911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:43.910060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:43.910100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:43.910134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:43.913514] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=82.34%)
[2025-12-17T20:19:43.913803] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-17T20:19:43.913931] [INFO ] [sig       ] CRM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:44.053604] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRM.txt
[2025-12-17T20:19:44.053732] [INFO ] [sig       ] [815/3576] Completed CRM in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:44.053770] [INFO ] [sig       ] [816/3576] Forecasting CRMD...
[2025-12-17T20:19:44.053799] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-17T20:19:44.053828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-17T20:19:44.065452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-17T20:19:44.065752] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-17T20:19:44.066483] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-17T20:19:44.066534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:44.066565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:44.066614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:44.066670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:44.127346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:44.128400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:44.128515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:44.128551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:44.246167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:44.246314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:44.246353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:44.246380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:44.249788] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-17T20:19:44.250055] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-17T20:19:44.250210] [INFO ] [sig       ] CRMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:44.391007] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRMD.txt
[2025-12-17T20:19:44.391132] [INFO ] [sig       ] [816/3576] Completed CRMD in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:44.391178] [INFO ] [sig       ] [817/3576] Forecasting CRML...
[2025-12-17T20:19:44.391210] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-17T20:19:44.391250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-17T20:19:44.403558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-17T20:19:44.403873] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-17T20:19:44.404652] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-17T20:19:44.404703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:44.404734] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:44.404761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:44.404816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:44.461301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:44.462068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:44.462147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:44.462186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:44.587794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:44.587941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:44.587982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:44.588012] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:44.591790] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-17T20:19:44.592060] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-17T20:19:44.592185] [INFO ] [sig       ] CRML: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:44.733426] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRML.txt
[2025-12-17T20:19:44.733595] [INFO ] [sig       ] [817/3576] Completed CRML in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:44.733638] [INFO ] [sig       ] [818/3576] Forecasting CRNC...
[2025-12-17T20:19:44.733674] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-17T20:19:44.733711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-17T20:19:44.745149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-17T20:19:44.745481] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-17T20:19:44.746270] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-17T20:19:44.746322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:44.746354] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:44.746381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:44.746448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:44.802768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:44.803522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:44.803621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:44.803655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:44.920291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:44.920443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:44.920482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:44.920510] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:44.923863] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-17T20:19:44.924126] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-17T20:19:44.924247] [INFO ] [sig       ] CRNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:45.072147] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRNC.txt
[2025-12-17T20:19:45.072297] [INFO ] [sig       ] [818/3576] Completed CRNC in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:45.072338] [INFO ] [sig       ] [819/3576] Forecasting CRNX...
[2025-12-17T20:19:45.072367] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-17T20:19:45.072397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-17T20:19:45.084503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-17T20:19:45.084837] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-17T20:19:45.085608] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-17T20:19:45.085660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:45.085692] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:45.085720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:45.085775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:45.145829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:45.146686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:45.146799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:45.146834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:45.269019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:45.269180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:45.269220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:45.269249] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:45.272664] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-17T20:19:45.272937] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-17T20:19:45.273059] [INFO ] [sig       ] CRNX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:45.426496] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRNX.txt
[2025-12-17T20:19:45.426663] [INFO ] [sig       ] [819/3576] Completed CRNX in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-17T20:19:45.426703] [INFO ] [sig       ] [820/3576] Forecasting CRON...
[2025-12-17T20:19:45.426734] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-17T20:19:45.426764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-17T20:19:45.438593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-17T20:19:45.438998] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-17T20:19:45.439809] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-17T20:19:45.439873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:45.439906] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:45.439933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:45.439989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:45.497386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:45.498283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:45.498365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:45.498397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:45.623117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:45.623283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:45.623325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:45.623356] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:45.626875] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-17T20:19:45.627180] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-17T20:19:45.627331] [INFO ] [sig       ] CRON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:45.770555] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRON.txt
[2025-12-17T20:19:45.770730] [INFO ] [sig       ] [820/3576] Completed CRON in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:45.770771] [INFO ] [sig       ] [821/3576] Forecasting CROX...
[2025-12-17T20:19:45.770800] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-17T20:19:45.770830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-17T20:19:45.783627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-17T20:19:45.783961] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-17T20:19:45.784722] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-17T20:19:45.784773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:45.784804] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:45.784830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:45.784885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:45.839760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:45.840626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:45.840713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:45.840745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:45.955270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:45.955422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:45.955462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:45.955491] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:45.958821] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-17T20:19:45.959099] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-17T20:19:45.959227] [INFO ] [sig       ] CROX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:46.096187] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CROX.txt
[2025-12-17T20:19:46.096310] [INFO ] [sig       ] [821/3576] Completed CROX in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:46.096348] [INFO ] [sig       ] [822/3576] Forecasting CRS...
[2025-12-17T20:19:46.096377] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-17T20:19:46.096407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-17T20:19:46.107498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-17T20:19:46.107799] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-17T20:19:46.108531] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-17T20:19:46.108607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:46.108641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:46.108668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:46.108723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:46.163765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:46.164479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:46.164556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:46.164607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:46.281600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:46.281751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:46.281789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:46.281819] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:46.285080] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-17T20:19:46.285346] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-17T20:19:46.285464] [INFO ] [sig       ] CRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:46.423094] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRS.txt
[2025-12-17T20:19:46.423286] [INFO ] [sig       ] [822/3576] Completed CRS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:46.423328] [INFO ] [sig       ] [823/3576] Forecasting CRSP...
[2025-12-17T20:19:46.423357] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-17T20:19:46.423386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-17T20:19:46.434658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-17T20:19:46.435041] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-17T20:19:46.435833] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-17T20:19:46.435884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:46.435916] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:46.435942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:46.435997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:46.494353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:46.495305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:46.495397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:46.495433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:46.633202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:46.633404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:46.633472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:46.633522] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:46.638839] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=44.53%)
[2025-12-17T20:19:46.639333] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-17T20:19:46.639537] [INFO ] [sig       ] CRSP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:46.822274] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRSP.txt
[2025-12-17T20:19:46.822503] [INFO ] [sig       ] [823/3576] Completed CRSP in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:46.822552] [INFO ] [sig       ] [824/3576] Forecasting CRTO...
[2025-12-17T20:19:46.822606] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-17T20:19:46.822642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-17T20:19:46.838960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-17T20:19:46.839404] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-17T20:19:46.840392] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-17T20:19:46.840450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:46.840483] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:46.840510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:46.840566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:46.916879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:46.917934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:46.918039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:46.918072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:47.095809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:47.095988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:47.096043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:47.096087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:47.100805] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-17T20:19:47.101293] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-17T20:19:47.101496] [INFO ] [sig       ] CRTO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:47.330062] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRTO.txt
[2025-12-17T20:19:47.330302] [INFO ] [sig       ] [824/3576] Completed CRTO in 0.5s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:47.330357] [INFO ] [sig       ] [825/3576] Forecasting CRUS...
[2025-12-17T20:19:47.330398] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-17T20:19:47.330438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-17T20:19:47.348008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-17T20:19:47.348493] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-17T20:19:47.349723] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-17T20:19:47.349790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:47.349828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:47.349860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:47.349932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:47.434255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:47.435533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:47.435679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:47.435737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:47.598168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:47.598344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:47.598404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:47.598451] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:47.602332] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-17T20:19:47.602773] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-17T20:19:47.602951] [INFO ] [sig       ] CRUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:47.757394] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRUS.txt
[2025-12-17T20:19:47.757555] [INFO ] [sig       ] [825/3576] Completed CRUS in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:47.757616] [INFO ] [sig       ] [826/3576] Forecasting CRVL...
[2025-12-17T20:19:47.757647] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-17T20:19:47.757678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-17T20:19:47.770638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-17T20:19:47.771077] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-17T20:19:47.772092] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-17T20:19:47.772148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:47.772207] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:47.772236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:47.772293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:47.835330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:47.836257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:47.836349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:47.836382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:47.968199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:47.968362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:47.968414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:47.968447] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:47.972221] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-17T20:19:47.972498] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-17T20:19:47.972656] [INFO ] [sig       ] CRVL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:48.119900] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRVL.txt
[2025-12-17T20:19:48.120041] [INFO ] [sig       ] [826/3576] Completed CRVL in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:48.120081] [INFO ] [sig       ] [827/3576] Forecasting CRVO...
[2025-12-17T20:19:48.120113] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-17T20:19:48.120144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-17T20:19:48.132333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-17T20:19:48.132751] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-17T20:19:48.133619] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-17T20:19:48.133673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:48.133713] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:48.133752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:48.133814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:48.194279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:48.195090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:48.195188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:48.195230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:48.323952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:48.324133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:48.324182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:48.324218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:48.327907] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-17T20:19:48.328206] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-17T20:19:48.328365] [INFO ] [sig       ] CRVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:48.480398] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRVO.txt
[2025-12-17T20:19:48.480562] [INFO ] [sig       ] [827/3576] Completed CRVO in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:48.480622] [INFO ] [sig       ] [828/3576] Forecasting CRVS...
[2025-12-17T20:19:48.480659] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-17T20:19:48.480701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-17T20:19:48.493189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-17T20:19:48.493570] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-17T20:19:48.494454] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-17T20:19:48.494508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:48.494541] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:48.494569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:48.494659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:48.556113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:48.557045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:48.557134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:48.557168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:48.698497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:48.698670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:48.698714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:48.698743] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:48.702525] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-17T20:19:48.702872] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-17T20:19:48.703046] [INFO ] [sig       ] CRVS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:48.845613] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRVS.txt
[2025-12-17T20:19:48.845757] [INFO ] [sig       ] [828/3576] Completed CRVS in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:48.845795] [INFO ] [sig       ] [829/3576] Forecasting CRWD...
[2025-12-17T20:19:48.845823] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-17T20:19:48.845854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-17T20:19:48.857216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-17T20:19:48.857598] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-17T20:19:48.858355] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-17T20:19:48.858405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:48.858436] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:48.858462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:48.858516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:48.918447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:48.919430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:48.919521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:48.919554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:49.055804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:49.055967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:49.056008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:49.056089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:49.059770] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-17T20:19:49.060092] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-17T20:19:49.060275] [INFO ] [sig       ] CRWD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:49.213109] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CRWD.txt
[2025-12-17T20:19:49.213285] [INFO ] [sig       ] [829/3576] Completed CRWD in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:49.213335] [INFO ] [sig       ] [830/3576] Forecasting CRWS...
[2025-12-17T20:19:49.213368] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-17T20:19:49.213411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-17T20:19:49.225254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-17T20:19:49.225621] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-17T20:19:49.226438] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-17T20:19:49.226502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:49.226546] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:49.226601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:49.226663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:49.289752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:49.290514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:49.290613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:49.290648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:49.405426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:49.405587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:49.405627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:49.405656] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:49.408978] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-17T20:19:49.409240] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-17T20:19:49.409362] [INFO ] [sig       ] CRWS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:49.546587] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CRWS.txt
[2025-12-17T20:19:49.546689] [INFO ] [sig       ] [830/3576] Completed CRWS in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-17T20:19:49.546725] [INFO ] [sig       ] [831/3576] Forecasting CSAN...
[2025-12-17T20:19:49.546754] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-17T20:19:49.546784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-17T20:19:49.557924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-17T20:19:49.558187] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-17T20:19:49.558996] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-17T20:19:49.559046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:49.559086] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:49.559113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:49.559174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:49.614334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:49.614921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:49.614997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:49.615029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:49.732082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:49.732167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:49.732201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:49.732231] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:49.735258] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-17T20:19:49.735514] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-17T20:19:49.735650] [INFO ] [sig       ] CSAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:49.873766] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSAN.txt
[2025-12-17T20:19:49.873869] [INFO ] [sig       ] [831/3576] Completed CSAN in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:49.873906] [INFO ] [sig       ] [832/3576] Forecasting CSB...
[2025-12-17T20:19:49.873934] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-17T20:19:49.873964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-17T20:19:49.884624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-17T20:19:49.884882] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-17T20:19:49.885628] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-17T20:19:49.885686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:49.885716] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:49.885743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:49.885798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:49.941662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:49.942220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:49.942309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:49.942347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:50.048510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:50.048664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:50.048703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:50.048731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:50.052020] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-17T20:19:50.052279] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-17T20:19:50.052400] [INFO ] [sig       ] CSB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:50.188183] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSB.txt
[2025-12-17T20:19:50.188299] [INFO ] [sig       ] [832/3576] Completed CSB in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:50.188335] [INFO ] [sig       ] [833/3576] Forecasting CSCO...
[2025-12-17T20:19:50.188363] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-17T20:19:50.188394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-17T20:19:50.199880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-17T20:19:50.200150] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-17T20:19:50.201107] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-17T20:19:50.201157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:50.201189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:50.201215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:50.201271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:50.256865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:50.257430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:50.257506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:50.257537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:50.377885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:50.377983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:50.378019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:50.378045] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:50.381286] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-17T20:19:50.381719] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-17T20:19:50.381841] [INFO ] [sig       ] CSCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:50.520740] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSCO.txt
[2025-12-17T20:19:50.520841] [INFO ] [sig       ] [833/3576] Completed CSCO in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:50.520877] [INFO ] [sig       ] [834/3576] Forecasting CSGP...
[2025-12-17T20:19:50.520905] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-17T20:19:50.520935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-17T20:19:50.532355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-17T20:19:50.532643] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-17T20:19:50.533377] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-17T20:19:50.533427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:50.533457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:50.533483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:50.533537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:50.590002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:50.590592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:50.590666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:50.590697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:50.712563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:50.712674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:50.712709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:50.712737] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:50.715863] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-17T20:19:50.716117] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-17T20:19:50.716237] [INFO ] [sig       ] CSGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:50.853951] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CSGP.txt
[2025-12-17T20:19:50.854073] [INFO ] [sig       ] [834/3576] Completed CSGP in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:50.854141] [INFO ] [sig       ] [835/3576] Forecasting CSGS...
[2025-12-17T20:19:50.854172] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-17T20:19:50.854202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-17T20:19:50.865096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-17T20:19:50.865379] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-17T20:19:50.866133] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-17T20:19:50.866185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:50.866216] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:50.866242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:50.866297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:50.920930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:50.921543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:50.921639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:50.921671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:51.040654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:51.040774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:51.040810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:51.040839] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:51.044003] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-17T20:19:51.044263] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-17T20:19:51.044390] [INFO ] [sig       ] CSGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:51.179741] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CSGS.txt
[2025-12-17T20:19:51.179863] [INFO ] [sig       ] [835/3576] Completed CSGS in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:51.179900] [INFO ] [sig       ] [836/3576] Forecasting CSIQ...
[2025-12-17T20:19:51.179928] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-17T20:19:51.179956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-17T20:19:51.191051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-17T20:19:51.191321] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-17T20:19:51.192071] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-17T20:19:51.192120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:51.192151] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:51.192178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:51.192233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:51.246612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:51.247185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:51.247284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:51.247317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:51.370266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:51.370363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:51.370398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:51.370426] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:51.373439] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-17T20:19:51.373712] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-17T20:19:51.373844] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:51.511676] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSIQ.txt
[2025-12-17T20:19:51.511778] [INFO ] [sig       ] [836/3576] Completed CSIQ in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:51.511814] [INFO ] [sig       ] [837/3576] Forecasting CSPI...
[2025-12-17T20:19:51.511843] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-17T20:19:51.511872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-17T20:19:51.524982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-17T20:19:51.525300] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-17T20:19:51.526149] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-17T20:19:51.526202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:51.526234] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:51.526261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:51.526318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:51.582813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:51.583395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:51.583480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:51.583512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:51.698276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:51.698360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:51.698395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:51.698423] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:51.701464] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-17T20:19:51.701732] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-17T20:19:51.701848] [INFO ] [sig       ] CSPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:51.839990] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CSPI.txt
[2025-12-17T20:19:51.840094] [INFO ] [sig       ] [837/3576] Completed CSPI in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:51.840130] [INFO ] [sig       ] [838/3576] Forecasting CSQ...
[2025-12-17T20:19:51.840159] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-17T20:19:51.840188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-17T20:19:51.851484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-17T20:19:51.851789] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-17T20:19:51.852555] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-17T20:19:51.852624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:51.852657] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:51.852683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:51.852738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:51.908609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:51.909185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:51.909262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:51.909292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:52.023941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:52.024023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:52.024071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:52.024100] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:52.027088] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-12-17T20:19:52.027355] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-17T20:19:52.027487] [INFO ] [sig       ] CSQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:52.165114] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CSQ.txt
[2025-12-17T20:19:52.165217] [INFO ] [sig       ] [838/3576] Completed CSQ in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:52.165255] [INFO ] [sig       ] [839/3576] Forecasting CSTL...
[2025-12-17T20:19:52.165283] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-17T20:19:52.165312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-17T20:19:52.176982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-17T20:19:52.177242] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-17T20:19:52.177980] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-17T20:19:52.178030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:52.178061] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:52.178088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:52.178142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:52.232086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:52.232656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:52.232731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:52.232762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:52.354818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:52.354906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:52.354940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:52.354969] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:52.357961] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-17T20:19:52.358213] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-17T20:19:52.358330] [INFO ] [sig       ] CSTL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:52.496459] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSTL.txt
[2025-12-17T20:19:52.496600] [INFO ] [sig       ] [839/3576] Completed CSTL in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-17T20:19:52.496640] [INFO ] [sig       ] [840/3576] Forecasting CSTM...
[2025-12-17T20:19:52.496670] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-17T20:19:52.496701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-17T20:19:52.507687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-17T20:19:52.507954] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-17T20:19:52.508700] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-17T20:19:52.508750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:52.508781] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:52.508808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:52.508879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:52.563863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:52.564428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:52.564512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:52.564544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:52.684359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:52.684458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:52.684497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:52.684525] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:52.687558] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-17T20:19:52.687830] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-17T20:19:52.687948] [INFO ] [sig       ] CSTM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:52.826377] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSTM.txt
[2025-12-17T20:19:52.826478] [INFO ] [sig       ] [840/3576] Completed CSTM in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:52.826516] [INFO ] [sig       ] [841/3576] Forecasting CSWC...
[2025-12-17T20:19:52.826545] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-17T20:19:52.826591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-17T20:19:52.837612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-17T20:19:52.837877] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-17T20:19:52.838618] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-17T20:19:52.838668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:52.838699] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:52.838726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:52.838781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:52.893930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:52.894551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:52.894645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:52.894676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:53.012886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:53.013036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:53.013075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:53.013103] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:53.016363] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-17T20:19:53.016642] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-17T20:19:53.016763] [INFO ] [sig       ] CSWC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:53.154112] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CSWC.txt
[2025-12-17T20:19:53.154215] [INFO ] [sig       ] [841/3576] Completed CSWC in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:53.154252] [INFO ] [sig       ] [842/3576] Forecasting CSX...
[2025-12-17T20:19:53.154279] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-17T20:19:53.154308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-17T20:19:53.165193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-17T20:19:53.165472] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-17T20:19:53.166218] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-17T20:19:53.166268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:53.166308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:53.166336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:53.166391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:53.220870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:53.221441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:53.221516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:53.221549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:53.343457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:53.343567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:53.343620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:53.343648] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:53.346746] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-17T20:19:53.347004] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-17T20:19:53.347123] [INFO ] [sig       ] CSX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:53.485717] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CSX.txt
[2025-12-17T20:19:53.485821] [INFO ] [sig       ] [842/3576] Completed CSX in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:53.485859] [INFO ] [sig       ] [843/3576] Forecasting CTAS...
[2025-12-17T20:19:53.485887] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-17T20:19:53.485917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-17T20:19:53.497095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-17T20:19:53.497388] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-17T20:19:53.498161] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-17T20:19:53.498211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:53.498264] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:53.498292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:53.498360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:53.553036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:53.553618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:53.553694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:53.553724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:53.667388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:53.667484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:53.667520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:53.667547] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:53.670744] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-17T20:19:53.671001] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-17T20:19:53.671119] [INFO ] [sig       ] CTAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:53.809172] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTAS.txt
[2025-12-17T20:19:53.809275] [INFO ] [sig       ] [843/3576] Completed CTAS in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:53.809313] [INFO ] [sig       ] [844/3576] Forecasting CTBB...
[2025-12-17T20:19:53.809348] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-17T20:19:53.809384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-17T20:19:53.820583] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-17T20:19:53.820868] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-17T20:19:53.821623] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-17T20:19:53.821677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:53.821709] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:53.821735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:53.821791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:53.876664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:53.877228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:53.877304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:53.877341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:53.992259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:53.992415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:53.992456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:53.992483] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:53.995839] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-17T20:19:53.996107] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-17T20:19:53.996229] [INFO ] [sig       ] CTBB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:54.138492] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTBB.txt
[2025-12-17T20:19:54.138638] [INFO ] [sig       ] [844/3576] Completed CTBB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:54.138680] [INFO ] [sig       ] [845/3576] Forecasting CTBI...
[2025-12-17T20:19:54.138709] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-17T20:19:54.138738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-17T20:19:54.149866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-17T20:19:54.150150] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-17T20:19:54.150928] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-17T20:19:54.150977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:54.151009] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:54.151035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:54.151091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:54.206841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:54.207443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:54.207545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:54.207594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:54.330494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:54.330653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:54.330692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:54.330720] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:54.333967] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-17T20:19:54.334228] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-17T20:19:54.334348] [INFO ] [sig       ] CTBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:54.471542] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTBI.txt
[2025-12-17T20:19:54.471663] [INFO ] [sig       ] [845/3576] Completed CTBI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:54.471702] [INFO ] [sig       ] [846/3576] Forecasting CTDD...
[2025-12-17T20:19:54.471735] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-17T20:19:54.471766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-17T20:19:54.483154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-17T20:19:54.483439] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-17T20:19:54.484184] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-17T20:19:54.484234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:54.484264] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:54.484290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:54.484345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:54.541117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:54.541715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:54.541791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:54.541822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:54.652599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:54.652694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:54.652727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:54.652782] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:54.655912] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2025-12-17T20:19:54.656173] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-17T20:19:54.656292] [INFO ] [sig       ] CTDD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:54.794865] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTDD.txt
[2025-12-17T20:19:54.795002] [INFO ] [sig       ] [846/3576] Completed CTDD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:54.795039] [INFO ] [sig       ] [847/3576] Forecasting CTKB...
[2025-12-17T20:19:54.795069] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-17T20:19:54.795098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-17T20:19:54.806233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-17T20:19:54.806529] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-17T20:19:54.807305] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-17T20:19:54.807369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:54.807407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:54.807441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:54.807508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:54.864172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:54.864798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:54.864876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:54.864909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:54.981265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:54.981405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:54.981452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:54.981487] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:54.984719] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=68.66%)
[2025-12-17T20:19:54.984978] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-17T20:19:54.985098] [INFO ] [sig       ] CTKB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:55.127598] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTKB.txt
[2025-12-17T20:19:55.127725] [INFO ] [sig       ] [847/3576] Completed CTKB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:55.127763] [INFO ] [sig       ] [848/3576] Forecasting CTLP...
[2025-12-17T20:19:55.127791] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-17T20:19:55.127823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-17T20:19:55.138565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-17T20:19:55.138892] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-17T20:19:55.139684] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-17T20:19:55.139733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:55.139763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:55.139788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:55.139844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:55.196676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:55.197481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:55.197564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:55.197616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:55.315291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:55.315444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:55.315485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:55.315515] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:55.318903] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-17T20:19:55.319161] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-17T20:19:55.319281] [INFO ] [sig       ] CTLP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:55.457738] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTLP.txt
[2025-12-17T20:19:55.457946] [INFO ] [sig       ] [848/3576] Completed CTLP in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-17T20:19:55.458007] [INFO ] [sig       ] [849/3576] Forecasting CTMX...
[2025-12-17T20:19:55.458051] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-17T20:19:55.458088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-17T20:19:55.469325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-17T20:19:55.469732] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-17T20:19:55.470525] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-17T20:19:55.470596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:55.470632] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:55.470659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:55.470716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:55.531894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:55.532930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:55.533017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:55.533050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:55.659927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:55.660082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:55.660122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:55.660170] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:55.663782] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-17T20:19:55.664060] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-17T20:19:55.664199] [INFO ] [sig       ] CTMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:55.810002] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTMX.txt
[2025-12-17T20:19:55.810140] [INFO ] [sig       ] [849/3576] Completed CTMX in 0.4s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:55.810188] [INFO ] [sig       ] [850/3576] Forecasting CTNM...
[2025-12-17T20:19:55.810219] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-17T20:19:55.810250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-17T20:19:55.821247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-17T20:19:55.821540] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-17T20:19:55.822307] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-17T20:19:55.822358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:55.822390] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:55.822417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:55.822478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:55.877375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:55.877955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:55.878029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:55.878061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:55.995478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:55.995609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:55.995648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:55.995676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:55.998811] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-17T20:19:55.999084] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-17T20:19:55.999204] [INFO ] [sig       ] CTNM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:56.143962] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTNM.txt
[2025-12-17T20:19:56.144116] [INFO ] [sig       ] [850/3576] Completed CTNM in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:56.144157] [INFO ] [sig       ] [851/3576] Forecasting CTO...
[2025-12-17T20:19:56.144185] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-17T20:19:56.144214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-17T20:19:56.156723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-17T20:19:56.157135] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-17T20:19:56.157977] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-17T20:19:56.158029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:56.158061] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:56.158088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:56.158145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:56.217232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:56.218125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:56.218209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:56.218258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:56.340589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:56.340741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:56.340781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:56.340809] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:56.344182] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-17T20:19:56.344482] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-17T20:19:56.344642] [INFO ] [sig       ] CTO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:56.483831] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTO.txt
[2025-12-17T20:19:56.483980] [INFO ] [sig       ] [851/3576] Completed CTO in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:56.484021] [INFO ] [sig       ] [852/3576] Forecasting CTRA...
[2025-12-17T20:19:56.484050] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-17T20:19:56.484081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-17T20:19:56.495290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-17T20:19:56.495673] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-17T20:19:56.496460] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-17T20:19:56.496514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:56.496545] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:56.496594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:56.496659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:56.554259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:56.555241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:56.555326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:56.555360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:56.691204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:56.691354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:56.691395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:56.691425] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:56.694811] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-17T20:19:56.695082] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-17T20:19:56.695206] [INFO ] [sig       ] CTRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:56.833035] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTRA.txt
[2025-12-17T20:19:56.833140] [INFO ] [sig       ] [852/3576] Completed CTRA in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:56.833178] [INFO ] [sig       ] [853/3576] Forecasting CTRE...
[2025-12-17T20:19:56.833206] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-17T20:19:56.833235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-17T20:19:56.843854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-17T20:19:56.844126] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-17T20:19:56.844871] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-17T20:19:56.844921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:56.844952] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:56.844979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:56.845044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:56.900064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:56.900651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:56.900749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:56.900782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:57.021389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:57.021489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:57.021523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:57.021551] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:57.024659] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-17T20:19:57.024919] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-17T20:19:57.025038] [INFO ] [sig       ] CTRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:57.165215] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTRE.txt
[2025-12-17T20:19:57.165341] [INFO ] [sig       ] [853/3576] Completed CTRE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:57.165378] [INFO ] [sig       ] [854/3576] Forecasting CTRM...
[2025-12-17T20:19:57.165408] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-17T20:19:57.165439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-17T20:19:57.176430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-17T20:19:57.176724] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-17T20:19:57.177463] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-17T20:19:57.177512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:57.177544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:57.177593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:57.177652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:57.233118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:57.233697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:57.233772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:57.233804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:57.351427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:57.351564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:57.351628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:57.351657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:57.354859] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-17T20:19:57.355118] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-17T20:19:57.355237] [INFO ] [sig       ] CTRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:57.494519] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTRM.txt
[2025-12-17T20:19:57.494653] [INFO ] [sig       ] [854/3576] Completed CTRM in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:57.494691] [INFO ] [sig       ] [855/3576] Forecasting CTRN...
[2025-12-17T20:19:57.494720] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-17T20:19:57.494751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-17T20:19:57.505868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-17T20:19:57.506180] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-17T20:19:57.506961] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-17T20:19:57.507012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:57.507044] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:57.507069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:57.507124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:57.562836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:57.563412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:57.563488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:57.563523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:57.686133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:57.686257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:57.686294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:57.686321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:57.689557] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=54.25%)
[2025-12-17T20:19:57.689849] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-17T20:19:57.689969] [INFO ] [sig       ] CTRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:57.829111] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTRN.txt
[2025-12-17T20:19:57.829217] [INFO ] [sig       ] [855/3576] Completed CTRN in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-17T20:19:57.829254] [INFO ] [sig       ] [856/3576] Forecasting CTS...
[2025-12-17T20:19:57.829283] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-17T20:19:57.829313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-17T20:19:57.840399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-17T20:19:57.840771] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-17T20:19:57.841515] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-17T20:19:57.841566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:57.841616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:57.841643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:57.841699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:57.896759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:57.897394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:57.897478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:57.897516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:58.014098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:58.014251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:58.014290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:58.014320] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:58.017619] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2025-12-17T20:19:58.017885] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-17T20:19:58.018008] [INFO ] [sig       ] CTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:58.154901] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTS.txt
[2025-12-17T20:19:58.155080] [INFO ] [sig       ] [856/3576] Completed CTS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:58.155120] [INFO ] [sig       ] [857/3576] Forecasting CTSH...
[2025-12-17T20:19:58.155149] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-17T20:19:58.155181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-17T20:19:58.166257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-17T20:19:58.166607] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-17T20:19:58.167378] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-17T20:19:58.167429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:58.167460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:58.167486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:58.167546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:58.224428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:58.225306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:58.225389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:58.225422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:58.344447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:58.344618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:58.344659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:58.344689] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:58.348070] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-17T20:19:58.348370] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-17T20:19:58.348501] [INFO ] [sig       ] CTSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:58.491591] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CTSH.txt
[2025-12-17T20:19:58.491746] [INFO ] [sig       ] [857/3576] Completed CTSH in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:58.491785] [INFO ] [sig       ] [858/3576] Forecasting CTVA...
[2025-12-17T20:19:58.491816] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-17T20:19:58.491846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-17T20:19:58.503622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-17T20:19:58.503998] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-17T20:19:58.504780] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-17T20:19:58.504833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:58.504864] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:58.504891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:58.504946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:58.561153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:58.562009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:58.562099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:58.562131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:58.689168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:58.689339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:58.689388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:58.689421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:58.693258] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2025-12-17T20:19:58.693558] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-17T20:19:58.693738] [INFO ] [sig       ] CTVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:58.836962] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CTVA.txt
[2025-12-17T20:19:58.837107] [INFO ] [sig       ] [858/3576] Completed CTVA in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:58.837147] [INFO ] [sig       ] [859/3576] Forecasting CUBE...
[2025-12-17T20:19:58.837176] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-17T20:19:58.837206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-17T20:19:58.848702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-17T20:19:58.849020] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-17T20:19:58.849832] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-17T20:19:58.849884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:58.849917] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:58.849945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:58.850001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:58.907387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:58.908039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:58.908118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:58.908151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:59.027502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:59.027668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:59.027709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:59.027738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:59.031017] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-17T20:19:59.031284] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-17T20:19:59.031405] [INFO ] [sig       ] CUBE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:19:59.172316] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CUBE.txt
[2025-12-17T20:19:59.172451] [INFO ] [sig       ] [859/3576] Completed CUBE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:59.172497] [INFO ] [sig       ] [860/3576] Forecasting CUBI...
[2025-12-17T20:19:59.172533] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-17T20:19:59.172588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-17T20:19:59.183844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-17T20:19:59.184168] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-17T20:19:59.185081] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-17T20:19:59.185142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:59.185225] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:59.185262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:59.185341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:59.240903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:59.241566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:59.241662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:59.241694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:59.365055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:59.365200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:59.365240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:59.365269] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:59.368644] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-17T20:19:59.368936] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-17T20:19:59.369064] [INFO ] [sig       ] CUBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:59.508597] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CUBI.txt
[2025-12-17T20:19:59.508733] [INFO ] [sig       ] [860/3576] Completed CUBI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:59.508775] [INFO ] [sig       ] [861/3576] Forecasting CUK...
[2025-12-17T20:19:59.508806] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-17T20:19:59.508837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-17T20:19:59.519890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-17T20:19:59.520169] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-17T20:19:59.520928] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-17T20:19:59.520979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:59.521011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:59.521037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:59.521092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:59.578802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:59.579431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:59.579523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:59.579565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:19:59.707732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:19:59.707878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:19:59.707923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:19:59.707958] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:19:59.711439] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-12-17T20:19:59.711758] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-17T20:19:59.711887] [INFO ] [sig       ] CUK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:19:59.855297] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CUK.txt
[2025-12-17T20:19:59.855428] [INFO ] [sig       ] [861/3576] Completed CUK in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:19:59.855468] [INFO ] [sig       ] [862/3576] Forecasting CULP...
[2025-12-17T20:19:59.855496] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-17T20:19:59.855526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-17T20:19:59.866528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-17T20:19:59.866874] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-17T20:19:59.867624] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-17T20:19:59.867674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:19:59.867706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:19:59.867732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:19:59.867788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:19:59.925447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:19:59.926203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:19:59.926280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:19:59.926312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:00.030143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:00.030311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:00.030352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:00.030382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:00.033772] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-17T20:20:00.034094] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-17T20:20:00.034258] [INFO ] [sig       ] CULP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:00.178509] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CULP.txt
[2025-12-17T20:20:00.178671] [INFO ] [sig       ] [862/3576] Completed CULP in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:20:00.178713] [INFO ] [sig       ] [863/3576] Forecasting CURI...
[2025-12-17T20:20:00.178741] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-17T20:20:00.178772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-17T20:20:00.190352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-17T20:20:00.190695] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-17T20:20:00.191451] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-17T20:20:00.191501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:00.191532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:00.191558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:00.191639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:00.247332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:00.248199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:00.248304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:00.248339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:00.367002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:00.367159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:00.367198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:00.367258] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:00.370907] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-17T20:20:00.371171] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-17T20:20:00.371292] [INFO ] [sig       ] CURI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:00.510907] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CURI.txt
[2025-12-17T20:20:00.511052] [INFO ] [sig       ] [863/3576] Completed CURI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:20:00.511092] [INFO ] [sig       ] [864/3576] Forecasting CUZ...
[2025-12-17T20:20:00.511120] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-17T20:20:00.511151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-17T20:20:00.522545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-17T20:20:00.522883] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-17T20:20:00.523672] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-17T20:20:00.523722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:00.523753] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:00.523779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:00.523834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:00.579455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:00.580085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:00.580165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:00.580197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:00.700428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:00.700599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:00.700641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:00.700669] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:00.704040] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-17T20:20:00.704310] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-17T20:20:00.704435] [INFO ] [sig       ] CUZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:00.849800] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CUZ.txt
[2025-12-17T20:20:00.849938] [INFO ] [sig       ] [864/3576] Completed CUZ in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:20:00.849979] [INFO ] [sig       ] [865/3576] Forecasting CVAC...
[2025-12-17T20:20:00.850014] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-17T20:20:00.850050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-17T20:20:00.861167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-17T20:20:00.861484] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-17T20:20:00.862260] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-17T20:20:00.862311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:00.862342] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:00.862368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:00.862424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:00.917148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:00.917827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:00.917904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:00.917936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:01.039764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:01.039904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:01.039944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:01.039973] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:01.043288] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-17T20:20:01.043558] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-17T20:20:01.043700] [INFO ] [sig       ] CVAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:01.181065] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVAC.txt
[2025-12-17T20:20:01.181837] [INFO ] [sig       ] [865/3576] Completed CVAC in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:20:01.181881] [INFO ] [sig       ] [866/3576] Forecasting CVBF...
[2025-12-17T20:20:01.181910] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-17T20:20:01.181940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-17T20:20:01.192982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-17T20:20:01.193326] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-17T20:20:01.194104] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-17T20:20:01.194166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:01.194197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:01.194223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:01.194278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:01.248541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:01.249264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:01.249344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:01.249375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:01.369792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:01.369953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:01.369993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:01.370019] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:01.373543] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-17T20:20:01.373847] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-17T20:20:01.373977] [INFO ] [sig       ] CVBF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:01.515271] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVBF.txt
[2025-12-17T20:20:01.515427] [INFO ] [sig       ] [866/3576] Completed CVBF in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-17T20:20:01.515468] [INFO ] [sig       ] [867/3576] Forecasting CVCO...
[2025-12-17T20:20:01.515497] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-17T20:20:01.515526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-17T20:20:01.528239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-17T20:20:01.528684] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-17T20:20:01.529508] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-17T20:20:01.529570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:01.529652] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:01.529688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:01.529745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:01.588036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:01.589029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:01.589123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:01.589163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:01.728445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:01.728633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:01.728683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:01.728713] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:01.732483] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-17T20:20:01.732837] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-17T20:20:01.733006] [INFO ] [sig       ] CVCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:01.894171] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVCO.txt
[2025-12-17T20:20:01.894368] [INFO ] [sig       ] [867/3576] Completed CVCO in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:01.894426] [INFO ] [sig       ] [868/3576] Forecasting CVE...
[2025-12-17T20:20:01.894476] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-17T20:20:01.894525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-17T20:20:01.909954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-17T20:20:01.910381] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-17T20:20:01.911440] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-17T20:20:01.911495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:01.911531] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:01.911559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:01.911637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:01.975010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:01.976254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:01.976355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:01.976390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:02.116433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:02.116613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:02.116667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:02.116699] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:02.120500] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-17T20:20:02.120823] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-17T20:20:02.120958] [INFO ] [sig       ] CVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:02.263311] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVE.txt
[2025-12-17T20:20:02.263475] [INFO ] [sig       ] [868/3576] Completed CVE in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:02.263515] [INFO ] [sig       ] [869/3576] Forecasting CVEO...
[2025-12-17T20:20:02.263548] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-17T20:20:02.263608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-17T20:20:02.277418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-17T20:20:02.278020] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-17T20:20:02.278904] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-17T20:20:02.278958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:02.278991] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:02.279018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:02.279074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:02.338412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:02.339362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:02.339448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:02.339482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:02.473352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:02.473515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:02.473558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:02.473608] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:02.477437] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-17T20:20:02.477771] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-17T20:20:02.477905] [INFO ] [sig       ] CVEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:02.624922] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVEO.txt
[2025-12-17T20:20:02.625064] [INFO ] [sig       ] [869/3576] Completed CVEO in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:02.625108] [INFO ] [sig       ] [870/3576] Forecasting CVGI...
[2025-12-17T20:20:02.625138] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-17T20:20:02.625169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-17T20:20:02.638796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-17T20:20:02.639157] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-17T20:20:02.639943] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-17T20:20:02.639993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:02.640023] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:02.640049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:02.640104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:02.694672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:02.695556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:02.695720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:02.695772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:02.821671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:02.821832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:02.822062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:02.822089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:02.825769] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-17T20:20:02.826035] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-17T20:20:02.826157] [INFO ] [sig       ] CVGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:02.963620] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVGI.txt
[2025-12-17T20:20:02.963723] [INFO ] [sig       ] [870/3576] Completed CVGI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:02.963759] [INFO ] [sig       ] [871/3576] Forecasting CVI...
[2025-12-17T20:20:02.963788] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-17T20:20:02.963817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-17T20:20:03.040015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-17T20:20:03.040478] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-17T20:20:03.041379] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-17T20:20:03.041433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:03.041466] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:03.041493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:03.041550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:03.101951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:03.102967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:03.103065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:03.103100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:03.229780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:03.229960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:03.230003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:03.230034] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:03.233966] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-12-17T20:20:03.234307] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-17T20:20:03.234473] [INFO ] [sig       ] CVI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:03.376910] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVI.txt
[2025-12-17T20:20:03.377103] [INFO ] [sig       ] [871/3576] Completed CVI in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:03.377160] [INFO ] [sig       ] [872/3576] Forecasting CVKD...
[2025-12-17T20:20:03.377192] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-17T20:20:03.377225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-17T20:20:03.389027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-17T20:20:03.389442] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-17T20:20:03.390277] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-17T20:20:03.390330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:03.390362] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:03.390389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:03.390444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:03.446055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:03.446917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:03.447000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:03.447035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:03.569537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:03.569847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:03.569891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:03.569920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:03.573429] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-17T20:20:03.573720] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-17T20:20:03.573855] [INFO ] [sig       ] CVKD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:03.719068] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CVKD.txt
[2025-12-17T20:20:03.719218] [INFO ] [sig       ] [872/3576] Completed CVKD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:03.719256] [INFO ] [sig       ] [873/3576] Forecasting CVNA...
[2025-12-17T20:20:03.719285] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-17T20:20:03.719316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-17T20:20:03.732066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-17T20:20:03.732419] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-17T20:20:03.733190] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-17T20:20:03.733241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:03.733273] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:03.733300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:03.733356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:03.790555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:03.791546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:03.791657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:03.791709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:03.914182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:03.914341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:03.914399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:03.914431] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:03.917882] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-12-17T20:20:03.918187] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-17T20:20:03.918319] [INFO ] [sig       ] CVNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:04.061606] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVNA.txt
[2025-12-17T20:20:04.061768] [INFO ] [sig       ] [873/3576] Completed CVNA in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-17T20:20:04.061806] [INFO ] [sig       ] [874/3576] Forecasting CVRX...
[2025-12-17T20:20:04.061836] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-17T20:20:04.061869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-17T20:20:04.073233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-17T20:20:04.073532] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-17T20:20:04.074314] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-17T20:20:04.074366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:04.074397] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:04.074424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:04.074479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:04.132786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:04.133475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:04.133551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:04.133614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:04.255511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:04.255688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:04.255729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:04.255757] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:04.259131] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-17T20:20:04.259399] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-17T20:20:04.259519] [INFO ] [sig       ] CVRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:04.398068] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CVRX.txt
[2025-12-17T20:20:04.398205] [INFO ] [sig       ] [874/3576] Completed CVRX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:04.398243] [INFO ] [sig       ] [875/3576] Forecasting CVS...
[2025-12-17T20:20:04.398271] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-17T20:20:04.398302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-17T20:20:04.411465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-17T20:20:04.411917] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-17T20:20:04.412851] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-17T20:20:04.412914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:04.412952] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:04.412992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:04.413075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:04.478642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:04.479631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:04.479749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:04.479787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:04.619248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:04.619419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:04.619479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:04.619513] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:04.623640] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-17T20:20:04.623974] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-17T20:20:04.624122] [INFO ] [sig       ] CVS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:04.768429] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVS.txt
[2025-12-17T20:20:04.768640] [INFO ] [sig       ] [875/3576] Completed CVS in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:04.768685] [INFO ] [sig       ] [876/3576] Forecasting CVX...
[2025-12-17T20:20:04.768716] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-17T20:20:04.768746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-17T20:20:04.780935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-17T20:20:04.781306] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-17T20:20:04.782107] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-17T20:20:04.782158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:04.782192] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:04.782220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:04.782276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:04.838781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:04.839749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:04.839840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:04.839873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:04.964468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:04.964641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:04.964684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:04.964715] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:04.968065] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=49.01%)
[2025-12-17T20:20:04.968336] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-17T20:20:04.968463] [INFO ] [sig       ] CVX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:05.106276] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CVX.txt
[2025-12-17T20:20:05.106427] [INFO ] [sig       ] [876/3576] Completed CVX in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:05.106465] [INFO ] [sig       ] [877/3576] Forecasting CWAN...
[2025-12-17T20:20:05.106496] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-17T20:20:05.106527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-17T20:20:05.117711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-17T20:20:05.118065] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-17T20:20:05.118839] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-17T20:20:05.118914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:05.118981] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:05.119010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:05.119066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:05.173303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:05.174206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:05.174286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:05.174318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:05.292934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:05.293089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:05.293128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:05.293157] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:05.296563] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=31.60%)
[2025-12-17T20:20:05.296858] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-17T20:20:05.296983] [INFO ] [sig       ] CWAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:05.434905] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CWAN.txt
[2025-12-17T20:20:05.435056] [INFO ] [sig       ] [877/3576] Completed CWAN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:05.435095] [INFO ] [sig       ] [878/3576] Forecasting CWBC...
[2025-12-17T20:20:05.435125] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-17T20:20:05.435157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-17T20:20:05.446448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-17T20:20:05.446820] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-17T20:20:05.447566] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-17T20:20:05.447636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:05.447667] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:05.447696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:05.447751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:05.503251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:05.504143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:05.504223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:05.504257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:05.624308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:05.624456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:05.624495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:05.624523] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:05.628249] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-12-17T20:20:05.628516] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-17T20:20:05.628657] [INFO ] [sig       ] CWBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:05.766134] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CWBC.txt
[2025-12-17T20:20:05.766265] [INFO ] [sig       ] [878/3576] Completed CWBC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:05.766303] [INFO ] [sig       ] [879/3576] Forecasting CWCO...
[2025-12-17T20:20:05.766331] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-17T20:20:05.766361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-17T20:20:05.777656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-17T20:20:05.778003] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-17T20:20:05.778808] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-17T20:20:05.778887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:05.778924] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:05.778953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:05.779011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:05.834549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:05.835425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:05.835505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:05.835537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:05.952035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:05.952189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:05.952227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:05.952255] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:05.955543] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-17T20:20:05.955834] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-17T20:20:05.955961] [INFO ] [sig       ] CWCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:06.092124] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CWCO.txt
[2025-12-17T20:20:06.092251] [INFO ] [sig       ] [879/3576] Completed CWCO in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:06.092289] [INFO ] [sig       ] [880/3576] Forecasting CWD...
[2025-12-17T20:20:06.092318] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-17T20:20:06.092348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-17T20:20:06.104308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-17T20:20:06.104702] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-17T20:20:06.105662] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-17T20:20:06.105715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:06.105747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:06.105775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:06.105833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:06.160688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:06.161331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:06.161411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:06.161442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:06.266192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:06.266346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:06.266385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:06.266458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:06.269980] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-17T20:20:06.270255] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-17T20:20:06.270383] [INFO ] [sig       ] CWD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:06.410530] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CWD.txt
[2025-12-17T20:20:06.410705] [INFO ] [sig       ] [880/3576] Completed CWD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:06.410745] [INFO ] [sig       ] [881/3576] Forecasting CWEN...
[2025-12-17T20:20:06.410781] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-17T20:20:06.410812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-17T20:20:06.422523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-17T20:20:06.422878] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-17T20:20:06.423647] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-17T20:20:06.423709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:06.423746] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:06.423778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:06.423834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:06.478884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:06.479517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:06.479625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:06.479661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:06.598755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:06.598933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:06.598973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:06.599000] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:06.602310] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-17T20:20:06.602590] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-17T20:20:06.602713] [INFO ] [sig       ] CWEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:06.738058] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CWEN.txt
[2025-12-17T20:20:06.738195] [INFO ] [sig       ] [881/3576] Completed CWEN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:06.738233] [INFO ] [sig       ] [882/3576] Forecasting CWH...
[2025-12-17T20:20:06.738262] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-17T20:20:06.738292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-17T20:20:06.749771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-17T20:20:06.750125] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-17T20:20:06.750902] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-17T20:20:06.750954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:06.750984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:06.751011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:06.751067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:06.805194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:06.805991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:06.806072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:06.806104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:06.938182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:06.938335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:06.938376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:06.938406] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:06.942135] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-17T20:20:06.942450] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-17T20:20:06.942606] [INFO ] [sig       ] CWH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:07.099418] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CWH.txt
[2025-12-17T20:20:07.099566] [INFO ] [sig       ] [882/3576] Completed CWH in 0.4s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:07.099626] [INFO ] [sig       ] [883/3576] Forecasting CWK...
[2025-12-17T20:20:07.099659] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-17T20:20:07.099701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-17T20:20:07.112607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-17T20:20:07.112963] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-17T20:20:07.113839] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-17T20:20:07.113894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:07.113926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:07.113952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:07.114026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:07.173798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:07.174529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:07.174627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:07.174661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:07.292429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:07.292596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:07.292637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:07.292665] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:07.295971] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-17T20:20:07.296233] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-17T20:20:07.296352] [INFO ] [sig       ] CWK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:07.433078] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CWK.txt
[2025-12-17T20:20:07.433229] [INFO ] [sig       ] [883/3576] Completed CWK in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-17T20:20:07.433268] [INFO ] [sig       ] [884/3576] Forecasting CXDO...
[2025-12-17T20:20:07.433298] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-17T20:20:07.433329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-17T20:20:07.445853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-17T20:20:07.446254] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-17T20:20:07.447086] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-17T20:20:07.447139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:07.447172] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:07.447199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:07.447258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:07.501457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:07.502173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:07.502250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:07.502282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:07.616043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:07.616191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:07.616228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:07.616271] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:07.619588] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-17T20:20:07.619859] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-17T20:20:07.619982] [INFO ] [sig       ] CXDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:07.759141] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CXDO.txt
[2025-12-17T20:20:07.759294] [INFO ] [sig       ] [884/3576] Completed CXDO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:07.759334] [INFO ] [sig       ] [885/3576] Forecasting CXE...
[2025-12-17T20:20:07.759364] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-17T20:20:07.759392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-17T20:20:07.770984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-17T20:20:07.771331] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-17T20:20:07.772134] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-17T20:20:07.772186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:07.772217] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:07.772243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:07.772298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:07.826844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:07.827516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:07.827612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:07.827646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:07.938820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:07.938983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:07.939022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:07.939050] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:07.942331] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-17T20:20:07.942613] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-17T20:20:07.942743] [INFO ] [sig       ] CXE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:08.078183] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CXE.txt
[2025-12-17T20:20:08.078308] [INFO ] [sig       ] [885/3576] Completed CXE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:08.078346] [INFO ] [sig       ] [886/3576] Forecasting CXSE...
[2025-12-17T20:20:08.078375] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-17T20:20:08.078405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-17T20:20:08.091125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-17T20:20:08.091502] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-17T20:20:08.092463] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-17T20:20:08.092514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:08.092545] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:08.092593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:08.092673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:08.147058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:08.147718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:08.147796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:08.147827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:08.256295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:08.256441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:08.256481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:08.256508] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:08.259789] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-17T20:20:08.260052] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-17T20:20:08.260174] [INFO ] [sig       ] CXSE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:08.398954] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CXSE.txt
[2025-12-17T20:20:08.399105] [INFO ] [sig       ] [886/3576] Completed CXSE in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:08.399145] [INFO ] [sig       ] [887/3576] Forecasting CYD...
[2025-12-17T20:20:08.399174] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-17T20:20:08.399204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-17T20:20:08.410498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-17T20:20:08.410911] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-17T20:20:08.411755] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-17T20:20:08.411810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:08.411843] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:08.411871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:08.411928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:08.466828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:08.467680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:08.467806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:08.467851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:08.585556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:08.585732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:08.585775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:08.585803] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:08.589135] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-17T20:20:08.589410] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-17T20:20:08.589536] [INFO ] [sig       ] CYD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:08.728724] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CYD.txt
[2025-12-17T20:20:08.728894] [INFO ] [sig       ] [887/3576] Completed CYD in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:08.728934] [INFO ] [sig       ] [888/3576] Forecasting CYH...
[2025-12-17T20:20:08.728964] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-17T20:20:08.728993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-17T20:20:08.740458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-17T20:20:08.740858] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-17T20:20:08.741641] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-17T20:20:08.741693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:08.741724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:08.741750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:08.741823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:08.797756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:08.798630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:08.798727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:08.798767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:08.919994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:08.920147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:08.920187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:08.920216] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:08.923532] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=56.85%)
[2025-12-17T20:20:08.923844] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-17T20:20:08.923977] [INFO ] [sig       ] CYH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:09.064784] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CYH.txt
[2025-12-17T20:20:09.064940] [INFO ] [sig       ] [888/3576] Completed CYH in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:09.064981] [INFO ] [sig       ] [889/3576] Forecasting CYN...
[2025-12-17T20:20:09.065009] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-17T20:20:09.065039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-17T20:20:09.076841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-17T20:20:09.077249] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-17T20:20:09.078073] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-17T20:20:09.078126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:09.078157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:09.078183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:09.078238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:09.133972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:09.134854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:09.134942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:09.134974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:09.254703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:09.254891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:09.254932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:09.254961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:09.258428] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-17T20:20:09.258716] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-17T20:20:09.258850] [INFO ] [sig       ] CYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:09.396643] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CYN.txt
[2025-12-17T20:20:09.396777] [INFO ] [sig       ] [889/3576] Completed CYN in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-17T20:20:09.396816] [INFO ] [sig       ] [890/3576] Forecasting CYRX...
[2025-12-17T20:20:09.396845] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-17T20:20:09.396875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-17T20:20:09.408441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-17T20:20:09.408783] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-17T20:20:09.409625] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-17T20:20:09.409686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:09.409719] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:09.409746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:09.409801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:09.464674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:09.465428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:09.465505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:09.465536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:09.592063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:09.592227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:09.592267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:09.592296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:09.595713] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-17T20:20:09.596008] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-17T20:20:09.596173] [INFO ] [sig       ] CYRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:09.737671] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CYRX.txt
[2025-12-17T20:20:09.737850] [INFO ] [sig       ] [890/3576] Completed CYRX in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:09.737890] [INFO ] [sig       ] [891/3576] Forecasting CYTK...
[2025-12-17T20:20:09.737919] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-17T20:20:09.737949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-17T20:20:09.750441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-17T20:20:09.750864] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-17T20:20:09.751657] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-17T20:20:09.751711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:09.751747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:09.751773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:09.751828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:09.808304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:09.809263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:09.809351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:09.809384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:09.936008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:09.936163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:09.936202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:09.936230] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:09.939565] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-17T20:20:09.939863] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-17T20:20:09.939990] [INFO ] [sig       ] CYTK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:10.084481] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CYTK.txt
[2025-12-17T20:20:10.084649] [INFO ] [sig       ] [891/3576] Completed CYTK in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:10.084692] [INFO ] [sig       ] [892/3576] Forecasting CZFS...
[2025-12-17T20:20:10.084721] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-17T20:20:10.084751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-17T20:20:10.095238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-17T20:20:10.095630] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-17T20:20:10.096614] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-17T20:20:10.096670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:10.096703] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:10.096730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:10.096791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:10.153175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:10.154044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:10.154123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:10.154155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:10.248166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:10.248319] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:20:10.248358] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:10.248387] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:10.251762] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=41.72%)
[2025-12-17T20:20:10.252061] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-17T20:20:10.252189] [INFO ] [sig       ] CZFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:10.391351] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CZFS.txt
[2025-12-17T20:20:10.391505] [INFO ] [sig       ] [892/3576] Completed CZFS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:10.391543] [INFO ] [sig       ] [893/3576] Forecasting CZNC...
[2025-12-17T20:20:10.391612] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-17T20:20:10.391656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-17T20:20:10.403067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-17T20:20:10.403465] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-17T20:20:10.404319] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-17T20:20:10.404376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:10.404412] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:10.404440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:10.404496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:10.459955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:10.460822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:10.460904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:10.460936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:10.577729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:10.577875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:10.577914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:10.577942] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:10.581202] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2025-12-17T20:20:10.581461] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-17T20:20:10.581596] [INFO ] [sig       ] CZNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:10.717503] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/CZNC.txt
[2025-12-17T20:20:10.717630] [INFO ] [sig       ] [893/3576] Completed CZNC in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:10.717669] [INFO ] [sig       ] [894/3576] Forecasting CZWI...
[2025-12-17T20:20:10.717698] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-17T20:20:10.717726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-17T20:20:10.730383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-17T20:20:10.730773] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-17T20:20:10.731749] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-17T20:20:10.731801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:10.731859] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:10.731889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:10.731949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:10.796837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:10.797617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:10.797699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:10.797732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:10.920857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:10.921027] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:20:10.921081] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:10.921124] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:10.925313] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=80.48%)
[2025-12-17T20:20:10.925668] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-17T20:20:10.925824] [INFO ] [sig       ] CZWI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:11.079788] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/CZWI.txt
[2025-12-17T20:20:11.079960] [INFO ] [sig       ] [894/3576] Completed CZWI in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:11.080022] [INFO ] [sig       ] [895/3576] Forecasting DAIO...
[2025-12-17T20:20:11.080067] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-17T20:20:11.080116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-17T20:20:11.091562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-17T20:20:11.091952] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-17T20:20:11.092748] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-17T20:20:11.092801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:11.092834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:11.092862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:11.092919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:11.154348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:11.155235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:11.155327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:11.155376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:11.272434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:11.272645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:11.272700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:11.272733] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:11.276747] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=53.66%)
[2025-12-17T20:20:11.277069] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-17T20:20:11.277201] [INFO ] [sig       ] DAIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:11.425899] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DAIO.txt
[2025-12-17T20:20:11.426061] [INFO ] [sig       ] [895/3576] Completed DAIO in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:11.426100] [INFO ] [sig       ] [896/3576] Forecasting DAL...
[2025-12-17T20:20:11.426128] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-17T20:20:11.426159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-17T20:20:11.438167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-17T20:20:11.438502] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-17T20:20:11.439379] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-17T20:20:11.439432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:11.439465] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:11.439491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:11.439546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:11.496466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:11.497168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:11.497246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:11.497280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:11.623289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:11.623444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:11.623484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:11.623512] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:11.627000] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-17T20:20:11.627274] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-17T20:20:11.627401] [INFO ] [sig       ] DAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:11.771873] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DAL.txt
[2025-12-17T20:20:11.772221] [INFO ] [sig       ] [896/3576] Completed DAL in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:11.772260] [INFO ] [sig       ] [897/3576] Forecasting DAN...
[2025-12-17T20:20:11.772288] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-17T20:20:11.772320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-17T20:20:11.786544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-17T20:20:11.786940] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-17T20:20:11.787757] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-17T20:20:11.787809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:11.787847] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:11.787885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:11.787964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:11.854922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:11.855799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:11.855884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:11.855918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:11.991118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:11.991285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:11.991354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:11.991423] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:11.995136] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-17T20:20:11.995459] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-17T20:20:11.995615] [INFO ] [sig       ] DAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:12.145363] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DAN.txt
[2025-12-17T20:20:12.145506] [INFO ] [sig       ] [897/3576] Completed DAN in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:12.145546] [INFO ] [sig       ] [898/3576] Forecasting DAO...
[2025-12-17T20:20:12.145592] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-17T20:20:12.145627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-17T20:20:12.157278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-17T20:20:12.157663] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-17T20:20:12.158495] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-17T20:20:12.158550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:12.158603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:12.158634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:12.158690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:12.222177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:12.223033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:12.223119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:12.223152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:12.363371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:12.363544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:12.363617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:12.363657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:12.367652] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-17T20:20:12.367981] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-17T20:20:12.368148] [INFO ] [sig       ] DAO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:12.520456] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DAO.txt
[2025-12-17T20:20:12.520628] [INFO ] [sig       ] [898/3576] Completed DAO in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:12.520671] [INFO ] [sig       ] [899/3576] Forecasting DAPP...
[2025-12-17T20:20:12.520702] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-17T20:20:12.520735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-17T20:20:12.532746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-17T20:20:12.533163] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-17T20:20:12.534050] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-17T20:20:12.534103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:12.534136] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:12.534162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:12.534218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:12.597994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:12.598802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:12.598904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:12.598940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:12.735150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:12.735306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:12.735359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:12.735391] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:12.739365] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-17T20:20:12.739679] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-17T20:20:12.739836] [INFO ] [sig       ] DAPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:12.894150] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DAPP.txt
[2025-12-17T20:20:12.894294] [INFO ] [sig       ] [899/3576] Completed DAPP in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:12.894334] [INFO ] [sig       ] [900/3576] Forecasting DARE...
[2025-12-17T20:20:12.894373] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-17T20:20:12.894419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-17T20:20:12.906917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-17T20:20:12.907368] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-17T20:20:12.908394] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-17T20:20:12.908455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:12.908491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:12.908528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:12.908633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:12.974210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:12.975089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:12.975175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:12.975209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:13.100941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:13.101097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:13.101145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:13.101190] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:13.104725] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-17T20:20:13.105034] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-17T20:20:13.105207] [INFO ] [sig       ] DARE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:13.261088] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DARE.txt
[2025-12-17T20:20:13.261248] [INFO ] [sig       ] [900/3576] Completed DARE in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-17T20:20:13.261306] [INFO ] [sig       ] [901/3576] Forecasting DASH...
[2025-12-17T20:20:13.261346] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-17T20:20:13.261378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-17T20:20:13.273632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-17T20:20:13.273985] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-17T20:20:13.274936] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-17T20:20:13.274999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:13.275060] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:13.275105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:13.275186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:13.344278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:13.345306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:13.345398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:13.345433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:13.481099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:13.481268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:13.481317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:13.481356] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:13.485328] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-17T20:20:13.485642] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-17T20:20:13.485781] [INFO ] [sig       ] DASH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:13.640324] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DASH.txt
[2025-12-17T20:20:13.640484] [INFO ] [sig       ] [901/3576] Completed DASH in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:13.640526] [INFO ] [sig       ] [902/3576] Forecasting DAVA...
[2025-12-17T20:20:13.640556] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-17T20:20:13.640609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-17T20:20:13.656991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-17T20:20:13.657328] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-17T20:20:13.658265] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-17T20:20:13.658316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:13.658347] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:13.658374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:13.658429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:13.714507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:13.715314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:13.715399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:13.715431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:13.837859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:13.838023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:13.838064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:13.838092] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:13.841472] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-17T20:20:13.841760] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-17T20:20:13.841884] [INFO ] [sig       ] DAVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:13.979560] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DAVA.txt
[2025-12-17T20:20:13.979705] [INFO ] [sig       ] [902/3576] Completed DAVA in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:13.979742] [INFO ] [sig       ] [903/3576] Forecasting DAVE...
[2025-12-17T20:20:13.979772] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-17T20:20:13.979808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-17T20:20:13.991218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-17T20:20:13.991511] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-17T20:20:13.992256] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-17T20:20:13.992306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:13.992337] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:13.992363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:13.992417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:14.047796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:14.048415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:14.048491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:14.048522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:14.167404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:14.167526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:14.167562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:14.167609] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:14.170859] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=80.84%)
[2025-12-17T20:20:14.171119] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-17T20:20:14.171239] [INFO ] [sig       ] DAVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:14.310838] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DAVE.txt
[2025-12-17T20:20:14.310958] [INFO ] [sig       ] [903/3576] Completed DAVE in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:14.310996] [INFO ] [sig       ] [904/3576] Forecasting DAWN...
[2025-12-17T20:20:14.311026] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-17T20:20:14.311057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-17T20:20:14.322657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-17T20:20:14.322949] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-17T20:20:14.323711] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-17T20:20:14.323762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:14.323793] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:14.323820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:14.323875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:14.378709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:14.379303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:14.379404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:14.379436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:14.499016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:14.499372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:14.499411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:14.499440] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:14.502833] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-17T20:20:14.503122] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-17T20:20:14.503254] [INFO ] [sig       ] DAWN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:14.641993] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DAWN.txt
[2025-12-17T20:20:14.642115] [INFO ] [sig       ] [904/3576] Completed DAWN in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:14.642158] [INFO ] [sig       ] [905/3576] Forecasting DB...
[2025-12-17T20:20:14.642189] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-17T20:20:14.642220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-17T20:20:14.653443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-17T20:20:14.653748] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-17T20:20:14.654482] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-17T20:20:14.654532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:14.654563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:14.654611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:14.654668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:14.710025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:14.710641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:14.710740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:14.710785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:14.835931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:14.836129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:14.836170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:14.836197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:14.839560] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-17T20:20:14.839840] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-17T20:20:14.839975] [INFO ] [sig       ] DB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:14.975392] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DB.txt
[2025-12-17T20:20:14.975517] [INFO ] [sig       ] [905/3576] Completed DB in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:14.975554] [INFO ] [sig       ] [906/3576] Forecasting DBI...
[2025-12-17T20:20:14.975600] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-17T20:20:14.975632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-17T20:20:14.987703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-17T20:20:14.988080] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-17T20:20:14.988935] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-17T20:20:14.988989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:14.989021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:14.989048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:14.989103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:15.043157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:15.043940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:15.044026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:15.044059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:15.165108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:15.165272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:15.165311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:15.165340] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:15.168707] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-17T20:20:15.168993] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-17T20:20:15.169118] [INFO ] [sig       ] DBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:15.307333] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DBI.txt
[2025-12-17T20:20:15.307485] [INFO ] [sig       ] [906/3576] Completed DBI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:15.307524] [INFO ] [sig       ] [907/3576] Forecasting DBL...
[2025-12-17T20:20:15.307553] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-17T20:20:15.307600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-17T20:20:15.319205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-17T20:20:15.319501] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-17T20:20:15.320307] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-17T20:20:15.320358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:15.320389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:15.320414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:15.320468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:15.375212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:15.375813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:15.375890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:15.375921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:15.492505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:15.492624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:15.492662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:15.492690] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:15.495837] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-17T20:20:15.496099] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-17T20:20:15.496221] [INFO ] [sig       ] DBL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:15.633817] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DBL.txt
[2025-12-17T20:20:15.633944] [INFO ] [sig       ] [907/3576] Completed DBL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-17T20:20:15.633982] [INFO ] [sig       ] [908/3576] Forecasting DBRG...
[2025-12-17T20:20:15.634011] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-17T20:20:15.634039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-17T20:20:15.645532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-17T20:20:15.645816] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-17T20:20:15.646784] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-17T20:20:15.646834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:15.646866] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:15.646898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:15.646965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:15.704653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:15.705552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:15.705664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:15.705697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:15.827695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:15.827849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:15.827893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:15.827937] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:15.831285] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-17T20:20:15.831559] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-17T20:20:15.831705] [INFO ] [sig       ] DBRG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:15.970306] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DBRG.txt
[2025-12-17T20:20:15.970443] [INFO ] [sig       ] [908/3576] Completed DBRG in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:15.970482] [INFO ] [sig       ] [909/3576] Forecasting DBX...
[2025-12-17T20:20:15.970511] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-17T20:20:15.970541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-17T20:20:15.982305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-17T20:20:15.982638] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-17T20:20:15.983383] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-17T20:20:15.983433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:15.983464] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:15.983490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:15.983546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:16.040851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:16.041693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:16.041776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:16.041808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:16.160492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:16.160659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:16.160700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:16.160728] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:16.164170] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-17T20:20:16.164433] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-17T20:20:16.164552] [INFO ] [sig       ] DBX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:16.302002] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DBX.txt
[2025-12-17T20:20:16.302113] [INFO ] [sig       ] [909/3576] Completed DBX in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:16.302150] [INFO ] [sig       ] [910/3576] Forecasting DCBO...
[2025-12-17T20:20:16.302177] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-17T20:20:16.302206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-17T20:20:16.313718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-17T20:20:16.314002] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-17T20:20:16.314749] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-17T20:20:16.314800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:16.314832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:16.314858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:16.314918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:16.369796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:16.370679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:16.370763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:16.370811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:16.489837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:16.489994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:16.490034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:16.490062] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:16.493390] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-17T20:20:16.493710] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-17T20:20:16.493843] [INFO ] [sig       ] DCBO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:16.632227] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DCBO.txt
[2025-12-17T20:20:16.632378] [INFO ] [sig       ] [910/3576] Completed DCBO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:16.632416] [INFO ] [sig       ] [911/3576] Forecasting DCI...
[2025-12-17T20:20:16.632446] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-17T20:20:16.632476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-17T20:20:16.643899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-17T20:20:16.644270] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-17T20:20:16.645045] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-17T20:20:16.645096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:16.645153] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:16.645181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:16.645237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:16.700727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:16.701600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:16.701682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:16.701713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:16.824991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:16.825157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:16.825202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:16.825232] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:16.828742] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-17T20:20:16.829060] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-17T20:20:16.829197] [INFO ] [sig       ] DCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:16.970852] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DCI.txt
[2025-12-17T20:20:16.971025] [INFO ] [sig       ] [911/3576] Completed DCI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:16.971066] [INFO ] [sig       ] [912/3576] Forecasting DCO...
[2025-12-17T20:20:16.971096] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-17T20:20:16.971126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-17T20:20:16.982967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-17T20:20:16.983498] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-17T20:20:16.984275] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-17T20:20:16.984326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:16.984356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:16.984381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:16.984448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:17.043687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:17.044546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:17.044647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:17.044680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:17.162039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:17.162195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:17.162234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:17.162263] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:17.165735] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-17T20:20:17.166064] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-17T20:20:17.166205] [INFO ] [sig       ] DCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:17.309242] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DCO.txt
[2025-12-17T20:20:17.309401] [INFO ] [sig       ] [912/3576] Completed DCO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:17.309441] [INFO ] [sig       ] [913/3576] Forecasting DCOM...
[2025-12-17T20:20:17.309470] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-17T20:20:17.309502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-17T20:20:17.321426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-17T20:20:17.321831] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-17T20:20:17.322636] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-17T20:20:17.322689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:17.322720] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:17.322748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:17.322804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:17.378898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:17.379771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:17.379852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:17.379884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:17.502976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:17.503132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:17.503170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:17.503197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:17.506533] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-17T20:20:17.506835] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-17T20:20:17.506968] [INFO ] [sig       ] DCOM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:17.647722] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DCOM.txt
[2025-12-17T20:20:17.647870] [INFO ] [sig       ] [913/3576] Completed DCOM in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:17.647909] [INFO ] [sig       ] [914/3576] Forecasting DCTH...
[2025-12-17T20:20:17.647939] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-17T20:20:17.647969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-17T20:20:17.660853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-17T20:20:17.661175] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-17T20:20:17.662025] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-17T20:20:17.662087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:17.662120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:17.662147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:17.662204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:17.721563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:17.722639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:17.722724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:17.722757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:17.846734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:17.846889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:17.846930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:17.847000] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:17.850420] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-17T20:20:17.850734] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-17T20:20:17.850869] [INFO ] [sig       ] DCTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:17.993462] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DCTH.txt
[2025-12-17T20:20:17.993631] [INFO ] [sig       ] [914/3576] Completed DCTH in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:17.993674] [INFO ] [sig       ] [915/3576] Forecasting DD...
[2025-12-17T20:20:17.993712] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-17T20:20:17.993752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-17T20:20:18.005001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-17T20:20:18.005408] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-17T20:20:18.006213] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-17T20:20:18.006267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:18.006301] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:18.006327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:18.006384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:18.063150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:18.064047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:18.064131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:18.064166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:18.184626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:18.184777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:18.184824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:18.184856] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:18.188120] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-17T20:20:18.188388] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-17T20:20:18.188514] [INFO ] [sig       ] DD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:18.334632] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DD.txt
[2025-12-17T20:20:18.334801] [INFO ] [sig       ] [915/3576] Completed DD in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:18.334843] [INFO ] [sig       ] [916/3576] Forecasting DDD...
[2025-12-17T20:20:18.334874] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-17T20:20:18.334905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-17T20:20:18.347229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-17T20:20:18.347546] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-17T20:20:18.348310] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-17T20:20:18.348363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:18.348396] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:18.348424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:18.348480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:18.408978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:18.409825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:18.409907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:18.409940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:18.533691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:18.533847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:18.533889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:18.533935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:18.537892] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-17T20:20:18.538444] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-17T20:20:18.538682] [INFO ] [sig       ] DDD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:18.734699] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DDD.txt
[2025-12-17T20:20:18.734851] [INFO ] [sig       ] [916/3576] Completed DDD in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:18.734889] [INFO ] [sig       ] [917/3576] Forecasting DDI...
[2025-12-17T20:20:18.734920] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-17T20:20:18.734953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-17T20:20:18.746548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-17T20:20:18.747000] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-17T20:20:18.747863] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-17T20:20:18.747923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:18.747962] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:18.747995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:18.748066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:18.806818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:18.807709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:18.807794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:18.807827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:18.932225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:18.932388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:18.932431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:18.932461] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:18.935933] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-17T20:20:18.936233] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-17T20:20:18.936384] [INFO ] [sig       ] DDI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:19.078509] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DDI.txt
[2025-12-17T20:20:19.078684] [INFO ] [sig       ] [917/3576] Completed DDI in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:19.078725] [INFO ] [sig       ] [918/3576] Forecasting DDL...
[2025-12-17T20:20:19.078755] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-17T20:20:19.078785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-17T20:20:19.090820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-17T20:20:19.091236] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-17T20:20:19.092012] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-17T20:20:19.092063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:19.092094] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:19.092121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:19.092176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:19.148351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:19.149232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:19.149314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:19.149347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:19.269537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:19.269719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:19.269760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:19.269788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:19.273077] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-17T20:20:19.273344] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-17T20:20:19.273469] [INFO ] [sig       ] DDL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:19.412104] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DDL.txt
[2025-12-17T20:20:19.412258] [INFO ] [sig       ] [918/3576] Completed DDL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-17T20:20:19.412297] [INFO ] [sig       ] [919/3576] Forecasting DDOG...
[2025-12-17T20:20:19.412327] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-17T20:20:19.412356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-17T20:20:19.423740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-17T20:20:19.424104] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-17T20:20:19.424878] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-17T20:20:19.424929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:19.424960] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:19.424985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:19.425041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:19.481198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:19.482060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:19.482143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:19.482176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:19.604212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:19.604371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:19.604411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:19.604438] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:19.608197] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=85.98%)
[2025-12-17T20:20:19.608504] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-17T20:20:19.608651] [INFO ] [sig       ] DDOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:19.750530] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DDOG.txt
[2025-12-17T20:20:19.750699] [INFO ] [sig       ] [919/3576] Completed DDOG in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:19.750739] [INFO ] [sig       ] [920/3576] Forecasting DDS...
[2025-12-17T20:20:19.750769] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-17T20:20:19.750798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-17T20:20:19.761749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-17T20:20:19.762062] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-17T20:20:19.762848] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-17T20:20:19.762899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:19.762931] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:19.762958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:19.763014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:19.818531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:19.819457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:19.819539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:19.819589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:19.940532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:19.940697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:19.940736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:19.940764] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:19.944025] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-17T20:20:19.944288] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-17T20:20:19.944408] [INFO ] [sig       ] DDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:20.084022] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DDS.txt
[2025-12-17T20:20:20.084177] [INFO ] [sig       ] [920/3576] Completed DDS in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:20.084216] [INFO ] [sig       ] [921/3576] Forecasting DE...
[2025-12-17T20:20:20.084247] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-17T20:20:20.084285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-17T20:20:20.095954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-17T20:20:20.096335] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-17T20:20:20.097139] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-17T20:20:20.097192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:20.097224] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:20.097253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:20.097310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:20.153713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:20.154560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:20.154697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:20.154730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:20.275174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:20.275328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:20.275385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:20.275415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:20.278773] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-12-17T20:20:20.279081] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-17T20:20:20.279211] [INFO ] [sig       ] DE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:20.418204] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DE.txt
[2025-12-17T20:20:20.418359] [INFO ] [sig       ] [921/3576] Completed DE in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:20.418396] [INFO ] [sig       ] [922/3576] Forecasting DEA...
[2025-12-17T20:20:20.418426] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-17T20:20:20.418457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-17T20:20:20.429792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-17T20:20:20.430172] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-17T20:20:20.430954] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-17T20:20:20.431016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:20.431055] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:20.431088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:20.431146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:20.487034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:20.487897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:20.487982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:20.488019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:20.611798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:20.611973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:20.612014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:20.612041] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:20.615334] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-17T20:20:20.615626] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-17T20:20:20.615753] [INFO ] [sig       ] DEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:20.755954] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DEA.txt
[2025-12-17T20:20:20.756116] [INFO ] [sig       ] [922/3576] Completed DEA in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:20.756155] [INFO ] [sig       ] [923/3576] Forecasting DECK...
[2025-12-17T20:20:20.756186] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-17T20:20:20.756215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-17T20:20:20.767942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-17T20:20:20.768485] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-17T20:20:20.769467] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-17T20:20:20.769519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:20.769551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:20.769595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:20.769657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:20.826614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:20.827497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:20.827599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:20.827635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:20.951373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:20.951529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:20.951601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:20.951635] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:20.954991] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-17T20:20:20.955255] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-17T20:20:20.955381] [INFO ] [sig       ] DECK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:21.102936] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DECK.txt
[2025-12-17T20:20:21.103109] [INFO ] [sig       ] [923/3576] Completed DECK in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:21.103150] [INFO ] [sig       ] [924/3576] Forecasting DEI...
[2025-12-17T20:20:21.103182] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-17T20:20:21.103212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-17T20:20:21.115070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-17T20:20:21.115411] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-17T20:20:21.116218] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-17T20:20:21.116271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:21.116302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:21.116328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:21.116382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:21.171169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:21.171991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:21.172074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:21.172106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:21.293332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:21.293484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:21.293524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:21.293553] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:21.296904] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-17T20:20:21.297178] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-17T20:20:21.297304] [INFO ] [sig       ] DEI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:21.433046] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DEI.txt
[2025-12-17T20:20:21.433210] [INFO ] [sig       ] [924/3576] Completed DEI in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-17T20:20:21.433250] [INFO ] [sig       ] [925/3576] Forecasting DELL...
[2025-12-17T20:20:21.433279] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-17T20:20:21.433309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-17T20:20:21.444849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-17T20:20:21.445205] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-17T20:20:21.445980] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-17T20:20:21.446035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:21.446078] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:21.446106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:21.446162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:21.501322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:21.502065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:21.502145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:21.502177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:21.623914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:21.624069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:21.624111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:21.624139] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:21.627426] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-17T20:20:21.627710] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-17T20:20:21.627833] [INFO ] [sig       ] DELL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:21.764899] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DELL.txt
[2025-12-17T20:20:21.765066] [INFO ] [sig       ] [925/3576] Completed DELL in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:21.765113] [INFO ] [sig       ] [926/3576] Forecasting DENN...
[2025-12-17T20:20:21.765149] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-17T20:20:21.765179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-17T20:20:21.778149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-17T20:20:21.778541] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-17T20:20:21.779351] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-17T20:20:21.779402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:21.779433] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:21.779459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:21.779513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:21.835586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:21.836456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:21.836544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:21.836598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:21.954130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:21.954286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:21.954325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:21.954353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:21.957653] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=83.42%)
[2025-12-17T20:20:21.957920] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-17T20:20:21.958043] [INFO ] [sig       ] DENN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:22.094768] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DENN.txt
[2025-12-17T20:20:22.094902] [INFO ] [sig       ] [926/3576] Completed DENN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:22.094940] [INFO ] [sig       ] [927/3576] Forecasting DEO...
[2025-12-17T20:20:22.094971] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-17T20:20:22.095001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-17T20:20:22.107470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-17T20:20:22.107871] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-17T20:20:22.108641] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-17T20:20:22.108692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:22.108724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:22.108750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:22.108806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:22.165472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:22.166377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:22.166470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:22.166505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:22.287774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:22.287939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:22.287980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:22.288015] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:22.291487] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-17T20:20:22.291826] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-17T20:20:22.291964] [INFO ] [sig       ] DEO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:22.440841] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DEO.txt
[2025-12-17T20:20:22.441009] [INFO ] [sig       ] [927/3576] Completed DEO in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:22.441049] [INFO ] [sig       ] [928/3576] Forecasting DERM...
[2025-12-17T20:20:22.441078] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-17T20:20:22.441108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-17T20:20:22.452949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-17T20:20:22.453340] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-17T20:20:22.454128] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-17T20:20:22.454180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:22.454249] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:22.454288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:22.454369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:22.510956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:22.511928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:22.512036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:22.512073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:22.636867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:22.637025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:22.637064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:22.637092] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:22.640660] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-17T20:20:22.640954] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-17T20:20:22.641107] [INFO ] [sig       ] DERM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:22.786812] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DERM.txt
[2025-12-17T20:20:22.786964] [INFO ] [sig       ] [928/3576] Completed DERM in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:22.787007] [INFO ] [sig       ] [929/3576] Forecasting DFGP...
[2025-12-17T20:20:22.787051] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-17T20:20:22.787088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-17T20:20:22.798706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-17T20:20:22.799144] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-17T20:20:22.799961] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-17T20:20:22.800014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:22.800047] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:22.800075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:22.800131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:22.857936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:22.858837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:22.858968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:22.859010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:22.982141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:22.982298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:22.982339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:22.982368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:22.985798] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-17T20:20:22.986118] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-17T20:20:22.986251] [INFO ] [sig       ] DFGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:23.126040] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DFGP.txt
[2025-12-17T20:20:23.126197] [INFO ] [sig       ] [929/3576] Completed DFGP in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:23.126236] [INFO ] [sig       ] [930/3576] Forecasting DFGX...
[2025-12-17T20:20:23.126265] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-17T20:20:23.126294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-17T20:20:23.137962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-17T20:20:23.138348] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-17T20:20:23.139198] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-17T20:20:23.139252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:23.139286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:23.139312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:23.139367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:23.195833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:23.196693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:23.196775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:23.196808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:23.317526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:23.317695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:23.317736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:23.317764] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:23.321054] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-17T20:20:23.321316] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-17T20:20:23.321437] [INFO ] [sig       ] DFGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:23.460918] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DFGX.txt
[2025-12-17T20:20:23.461061] [INFO ] [sig       ] [930/3576] Completed DFGX in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:23.461106] [INFO ] [sig       ] [931/3576] Forecasting DFH...
[2025-12-17T20:20:23.461141] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-17T20:20:23.461178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-17T20:20:23.473797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-17T20:20:23.474198] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-17T20:20:23.475058] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-17T20:20:23.475123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:23.475162] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:23.475193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:23.475249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:23.537246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:23.538267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:23.538361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:23.538394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:23.670252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:23.670430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:23.670473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:23.670555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:23.674149] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-17T20:20:23.674436] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-17T20:20:23.674567] [INFO ] [sig       ] DFH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:23.828842] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DFH.txt
[2025-12-17T20:20:23.829030] [INFO ] [sig       ] [931/3576] Completed DFH in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:23.829077] [INFO ] [sig       ] [932/3576] Forecasting DFIN...
[2025-12-17T20:20:23.829107] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-17T20:20:23.829138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-17T20:20:23.841644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-17T20:20:23.842066] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-17T20:20:23.842935] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-17T20:20:23.842990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:23.843022] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:23.843048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:23.843118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:23.898358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:23.899143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:23.899236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:23.899268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:24.018791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:24.018971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:24.019010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:24.019056] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:24.022472] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=8.35%)
[2025-12-17T20:20:24.022794] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-17T20:20:24.022926] [INFO ] [sig       ] DFIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:24.160880] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DFIN.txt
[2025-12-17T20:20:24.161021] [INFO ] [sig       ] [932/3576] Completed DFIN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:24.161067] [INFO ] [sig       ] [933/3576] Forecasting DFP...
[2025-12-17T20:20:24.161103] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-17T20:20:24.161139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-17T20:20:24.173365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-17T20:20:24.173714] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-17T20:20:24.174488] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-17T20:20:24.174538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:24.174584] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:24.174614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:24.174670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:24.231038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:24.231837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:24.231921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:24.231954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:24.353192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:24.353351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:24.353393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:24.353424] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:24.356840] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-17T20:20:24.357119] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-17T20:20:24.357247] [INFO ] [sig       ] DFP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:24.497836] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DFP.txt
[2025-12-17T20:20:24.497985] [INFO ] [sig       ] [933/3576] Completed DFP in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:24.498024] [INFO ] [sig       ] [934/3576] Forecasting DG...
[2025-12-17T20:20:24.498055] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-17T20:20:24.498086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-17T20:20:24.509981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-17T20:20:24.510341] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-17T20:20:24.511214] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-17T20:20:24.511266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:24.511298] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:24.511324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:24.511380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:24.568359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:24.569325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:24.569418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:24.569469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:24.694757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:24.694910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:24.694948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:24.694977] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:24.698292] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-17T20:20:24.698556] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-17T20:20:24.698698] [INFO ] [sig       ] DG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:24.840383] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DG.txt
[2025-12-17T20:20:24.840544] [INFO ] [sig       ] [934/3576] Completed DG in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:24.840601] [INFO ] [sig       ] [935/3576] Forecasting DGCB...
[2025-12-17T20:20:24.840633] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-17T20:20:24.840663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-17T20:20:24.852213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-17T20:20:24.852636] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-17T20:20:24.853414] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-17T20:20:24.853468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:24.853502] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:24.853530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:24.853609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:24.910984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:24.912073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:24.912178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:24.912212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:25.037034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:25.037188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:25.037229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:25.037260] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:25.040684] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-17T20:20:25.040975] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-17T20:20:25.041108] [INFO ] [sig       ] DGCB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:25.177646] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DGCB.txt
[2025-12-17T20:20:25.177775] [INFO ] [sig       ] [935/3576] Completed DGCB in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:25.177812] [INFO ] [sig       ] [936/3576] Forecasting DGICA...
[2025-12-17T20:20:25.177841] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-17T20:20:25.177870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-17T20:20:25.189257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-17T20:20:25.189559] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-17T20:20:25.190307] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-17T20:20:25.190358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:25.190389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:25.190415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:25.190482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:25.245567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:25.246366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:25.246446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:25.246477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:25.369327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:25.369479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:25.369519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:25.369548] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:25.372866] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-12-17T20:20:25.373128] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-17T20:20:25.373246] [INFO ] [sig       ] DGICA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:25.511740] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DGICA.txt
[2025-12-17T20:20:25.511872] [INFO ] [sig       ] [936/3576] Completed DGICA in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-17T20:20:25.511909] [INFO ] [sig       ] [937/3576] Forecasting DGII...
[2025-12-17T20:20:25.511936] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-17T20:20:25.511966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-17T20:20:25.524975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-17T20:20:25.525392] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-17T20:20:25.526292] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-17T20:20:25.526346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:25.526380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:25.526405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:25.526461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:25.589496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:25.590406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:25.590494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:25.590526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:25.724714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:25.724909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:25.724965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:25.724995] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:25.728688] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-12-17T20:20:25.729021] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-17T20:20:25.729196] [INFO ] [sig       ] DGII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:25.875084] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DGII.txt
[2025-12-17T20:20:25.875256] [INFO ] [sig       ] [937/3576] Completed DGII in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:25.875296] [INFO ] [sig       ] [938/3576] Forecasting DGRE...
[2025-12-17T20:20:25.875326] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-17T20:20:25.875356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-17T20:20:25.887891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-17T20:20:25.888286] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-17T20:20:25.889188] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-17T20:20:25.889272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:25.889311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:25.889345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:25.889401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:25.952833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:25.953765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:25.953879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:25.953914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:26.069317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:26.069472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:26.069521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:26.069565] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:26.073400] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=60.58%)
[2025-12-17T20:20:26.073707] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-17T20:20:26.073838] [INFO ] [sig       ] DGRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:26.218834] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DGRE.txt
[2025-12-17T20:20:26.219046] [INFO ] [sig       ] [938/3576] Completed DGRE in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:26.219090] [INFO ] [sig       ] [939/3576] Forecasting DGRS...
[2025-12-17T20:20:26.219123] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-17T20:20:26.219154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-17T20:20:26.233166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-17T20:20:26.233612] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-17T20:20:26.234399] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-17T20:20:26.234453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:26.234486] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:26.234514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:26.234589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:26.295086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:26.296197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:26.296483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:26.296515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:26.420656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:26.420817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:26.420859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:26.420887] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:26.425136] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-17T20:20:26.425489] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-17T20:20:26.425651] [INFO ] [sig       ] DGRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:26.598022] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DGRS.txt
[2025-12-17T20:20:26.598178] [INFO ] [sig       ] [939/3576] Completed DGRS in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:26.598217] [INFO ] [sig       ] [940/3576] Forecasting DGX...
[2025-12-17T20:20:26.598245] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-17T20:20:26.598276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-17T20:20:26.610418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-17T20:20:26.610899] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-17T20:20:26.611831] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-17T20:20:26.611887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:26.611919] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:26.611959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:26.612052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:26.669257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:26.670122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:26.670205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:26.670244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:26.791061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:26.791220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:26.791262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:26.791290] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:26.794680] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-17T20:20:26.794977] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-17T20:20:26.795110] [INFO ] [sig       ] DGX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:26.938991] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DGX.txt
[2025-12-17T20:20:26.939127] [INFO ] [sig       ] [940/3576] Completed DGX in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:26.939166] [INFO ] [sig       ] [941/3576] Forecasting DH...
[2025-12-17T20:20:26.939195] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-17T20:20:26.939226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-17T20:20:26.950270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-17T20:20:26.950627] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-17T20:20:26.951445] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-17T20:20:26.951495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:26.951527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:26.951553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:26.951629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:27.006587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:27.007342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:27.007422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:27.007454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:27.131464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:27.131651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:27.131697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:27.131727] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:27.135157] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-17T20:20:27.135450] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-17T20:20:27.135609] [INFO ] [sig       ] DH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:27.278593] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DH.txt
[2025-12-17T20:20:27.278765] [INFO ] [sig       ] [941/3576] Completed DH in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:27.278806] [INFO ] [sig       ] [942/3576] Forecasting DHC...
[2025-12-17T20:20:27.278835] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-17T20:20:27.278887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-17T20:20:27.289974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-17T20:20:27.290307] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-17T20:20:27.291070] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-17T20:20:27.291129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:27.291167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:27.291198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:27.291265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:27.347550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:27.348390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:27.348484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:27.348525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:27.471712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:27.471867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:27.471909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:27.471938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:27.475394] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-17T20:20:27.475692] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-17T20:20:27.475841] [INFO ] [sig       ] DHC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:27.618328] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DHC.txt
[2025-12-17T20:20:27.618474] [INFO ] [sig       ] [942/3576] Completed DHC in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-17T20:20:27.618521] [INFO ] [sig       ] [943/3576] Forecasting DHF...
[2025-12-17T20:20:27.618551] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-17T20:20:27.618608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-17T20:20:27.630453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-17T20:20:27.630790] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-17T20:20:27.631622] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-17T20:20:27.631675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:27.631706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:27.631733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:27.631790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:27.688759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:27.689507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:27.689605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:27.689642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:27.807702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:27.807849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:27.807889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:27.807919] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:27.811319] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=94.23%)
[2025-12-17T20:20:27.811630] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-17T20:20:27.811757] [INFO ] [sig       ] DHF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:27.950619] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DHF.txt
[2025-12-17T20:20:27.950754] [INFO ] [sig       ] [943/3576] Completed DHF in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:27.950793] [INFO ] [sig       ] [944/3576] Forecasting DHI...
[2025-12-17T20:20:27.950822] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-17T20:20:27.950853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-17T20:20:27.962283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-17T20:20:27.962593] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-17T20:20:27.963345] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-17T20:20:27.963396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:27.963428] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:27.963455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:27.963510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:28.018207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:28.018872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:28.018950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:28.018982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:28.141860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:28.142009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:28.142047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:28.142075] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:28.145366] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-17T20:20:28.145648] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-17T20:20:28.145771] [INFO ] [sig       ] DHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:28.287135] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DHI.txt
[2025-12-17T20:20:28.287292] [INFO ] [sig       ] [944/3576] Completed DHI in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:28.287332] [INFO ] [sig       ] [945/3576] Forecasting DHIL...
[2025-12-17T20:20:28.287361] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-17T20:20:28.287392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-17T20:20:28.298909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-17T20:20:28.299290] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-17T20:20:28.300117] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-17T20:20:28.300178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:28.300250] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:28.300288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:28.300362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:28.357121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:28.357858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:28.357937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:28.357969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:28.467522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:28.467678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:28.467732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:28.467762] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:28.471084] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-12-17T20:20:28.471380] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-17T20:20:28.471506] [INFO ] [sig       ] DHIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:28.622948] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DHIL.txt
[2025-12-17T20:20:28.623080] [INFO ] [sig       ] [945/3576] Completed DHIL in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:28.623118] [INFO ] [sig       ] [946/3576] Forecasting DHX...
[2025-12-17T20:20:28.623148] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-17T20:20:28.623183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-17T20:20:28.634409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-17T20:20:28.634787] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-17T20:20:28.635559] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-17T20:20:28.635632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:28.635672] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:28.635711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:28.635776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:28.694385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:28.695046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:28.695128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:28.695167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:28.814422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:28.814594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:28.814640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:28.814669] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:28.818015] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-17T20:20:28.818282] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-17T20:20:28.818407] [INFO ] [sig       ] DHX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:28.960926] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DHX.txt
[2025-12-17T20:20:28.961070] [INFO ] [sig       ] [946/3576] Completed DHX in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:28.961109] [INFO ] [sig       ] [947/3576] Forecasting DIBS...
[2025-12-17T20:20:28.961140] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-17T20:20:28.961172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-17T20:20:28.972390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-17T20:20:28.972797] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-17T20:20:28.973598] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-17T20:20:28.973652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:28.973694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:28.973724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:28.973795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:29.031986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:29.032867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:29.032950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:29.032984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:29.156241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:29.156391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:29.156431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:29.156459] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:29.159850] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-17T20:20:29.160128] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-17T20:20:29.160258] [INFO ] [sig       ] DIBS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:29.300127] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DIBS.txt
[2025-12-17T20:20:29.300260] [INFO ] [sig       ] [947/3576] Completed DIBS in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:29.300299] [INFO ] [sig       ] [948/3576] Forecasting DIN...
[2025-12-17T20:20:29.300328] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-17T20:20:29.300358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-17T20:20:29.311293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-17T20:20:29.311651] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-17T20:20:29.312403] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-17T20:20:29.312453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:29.312483] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:29.312509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:29.312562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:29.368697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:29.369543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:29.369644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:29.369679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:29.493287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:29.493437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:29.493477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:29.493537] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:29.496976] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-17T20:20:29.497274] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-17T20:20:29.497413] [INFO ] [sig       ] DIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:29.638330] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DIN.txt
[2025-12-17T20:20:29.638490] [INFO ] [sig       ] [948/3576] Completed DIN in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:29.638531] [INFO ] [sig       ] [949/3576] Forecasting DINO...
[2025-12-17T20:20:29.638561] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-17T20:20:29.638618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-17T20:20:29.649910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-17T20:20:29.650236] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-17T20:20:29.651011] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-17T20:20:29.651063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:29.651106] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:29.651135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:29.651204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:29.711116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:29.712184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:29.712279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:29.712317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:29.836453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:29.836620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:29.836663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:29.836691] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:29.840170] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-17T20:20:29.840448] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-17T20:20:29.840599] [INFO ] [sig       ] DINO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:29.982748] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DINO.txt
[2025-12-17T20:20:29.982885] [INFO ] [sig       ] [949/3576] Completed DINO in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:29.982924] [INFO ] [sig       ] [950/3576] Forecasting DIOD...
[2025-12-17T20:20:29.982952] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-17T20:20:29.982982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-17T20:20:29.994369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-17T20:20:29.994762] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-17T20:20:29.995504] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-17T20:20:29.995554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:29.995608] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:29.995637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:29.995693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:30.052779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:30.053660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:30.053741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:30.053774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:30.173293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:30.173447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:30.173487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:30.173516] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:30.176946] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=71.96%)
[2025-12-17T20:20:30.177213] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-17T20:20:30.177341] [INFO ] [sig       ] DIOD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:30.314993] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DIOD.txt
[2025-12-17T20:20:30.315120] [INFO ] [sig       ] [950/3576] Completed DIOD in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:30.315158] [INFO ] [sig       ] [951/3576] Forecasting DIS...
[2025-12-17T20:20:30.315186] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-17T20:20:30.315216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-17T20:20:30.326631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-17T20:20:30.326930] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-17T20:20:30.327691] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-17T20:20:30.327741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:30.327772] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:30.327798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:30.327852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:30.382806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:30.383414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:30.383490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:30.383521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:30.504824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:30.504976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:30.505015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:30.505042] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:30.508419] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-17T20:20:30.508704] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-17T20:20:30.508829] [INFO ] [sig       ] DIS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:30.651504] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DIS.txt
[2025-12-17T20:20:30.651662] [INFO ] [sig       ] [951/3576] Completed DIS in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:30.651703] [INFO ] [sig       ] [952/3576] Forecasting DJCO...
[2025-12-17T20:20:30.651732] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-17T20:20:30.651761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-17T20:20:30.663209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-17T20:20:30.663601] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-17T20:20:30.664375] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-17T20:20:30.664427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:30.664458] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:30.664484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:30.664540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:30.719114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:30.719909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:30.719989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:30.720020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:30.858511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:30.858683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:30.858725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:30.858754] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:30.862228] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-17T20:20:30.862559] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-17T20:20:30.862718] [INFO ] [sig       ] DJCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:31.003387] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DJCO.txt
[2025-12-17T20:20:31.003542] [INFO ] [sig       ] [952/3576] Completed DJCO in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:31.003604] [INFO ] [sig       ] [953/3576] Forecasting DK...
[2025-12-17T20:20:31.003644] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-17T20:20:31.003676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-17T20:20:31.015136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-17T20:20:31.015474] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-17T20:20:31.016267] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-17T20:20:31.016319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:31.016352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:31.016380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:31.016436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:31.071648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:31.072483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:31.072565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:31.072617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:31.192585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:31.192733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:31.192773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:31.192802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:31.196085] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-17T20:20:31.196353] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-17T20:20:31.196472] [INFO ] [sig       ] DK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:31.337783] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DK.txt
[2025-12-17T20:20:31.337916] [INFO ] [sig       ] [953/3576] Completed DK in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-17T20:20:31.337955] [INFO ] [sig       ] [954/3576] Forecasting DKL...
[2025-12-17T20:20:31.337983] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-17T20:20:31.338013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-17T20:20:31.352110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-17T20:20:31.352456] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-17T20:20:31.353232] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-17T20:20:31.353283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:31.353313] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:31.353341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:31.353396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:31.408099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:31.408731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:31.408808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:31.408839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:31.522086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:31.522241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:31.522283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:31.522311] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:31.525696] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-17T20:20:31.525961] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-17T20:20:31.526088] [INFO ] [sig       ] DKL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:31.663689] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DKL.txt
[2025-12-17T20:20:31.663817] [INFO ] [sig       ] [954/3576] Completed DKL in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:31.663855] [INFO ] [sig       ] [955/3576] Forecasting DKNG...
[2025-12-17T20:20:31.663884] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-17T20:20:31.663913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-17T20:20:31.675324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-17T20:20:31.675625] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-17T20:20:31.676370] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-17T20:20:31.676419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:31.676450] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:31.676477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:31.676532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:31.733162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:31.734046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:31.734153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:31.734187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:31.851517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:31.851685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:31.851727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:31.851755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:31.855758] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-17T20:20:31.856120] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-17T20:20:31.856287] [INFO ] [sig       ] DKNG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:31.997134] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DKNG.txt
[2025-12-17T20:20:31.997284] [INFO ] [sig       ] [955/3576] Completed DKNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:31.997324] [INFO ] [sig       ] [956/3576] Forecasting DKS...
[2025-12-17T20:20:31.997352] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-17T20:20:31.997382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-17T20:20:32.008952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-17T20:20:32.009321] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-17T20:20:32.010088] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-17T20:20:32.010140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:32.010172] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:32.010199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:32.010255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:32.065730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:32.066351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:32.066429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:32.066461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:32.186557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:32.186727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:32.186772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:32.186818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:32.190411] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-17T20:20:32.190718] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-17T20:20:32.190852] [INFO ] [sig       ] DKS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:32.327709] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DKS.txt
[2025-12-17T20:20:32.327838] [INFO ] [sig       ] [956/3576] Completed DKS in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:32.327877] [INFO ] [sig       ] [957/3576] Forecasting DLB...
[2025-12-17T20:20:32.327905] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-17T20:20:32.327935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-17T20:20:32.338506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-17T20:20:32.338830] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-17T20:20:32.339637] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-17T20:20:32.339690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:32.339722] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:32.339749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:32.339805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:32.394626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:32.395308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:32.395387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:32.395424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:32.518209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:32.518362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:32.518403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:32.518431] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:32.521813] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-17T20:20:32.522074] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-17T20:20:32.522198] [INFO ] [sig       ] DLB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:32.659797] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DLB.txt
[2025-12-17T20:20:32.659926] [INFO ] [sig       ] [957/3576] Completed DLB in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:32.659965] [INFO ] [sig       ] [958/3576] Forecasting DLHC...
[2025-12-17T20:20:32.659994] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-17T20:20:32.660024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-17T20:20:32.670959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-17T20:20:32.671283] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-17T20:20:32.672055] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-17T20:20:32.672107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:32.672138] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:32.672164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:32.672219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:32.729285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:32.730199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:32.730299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:32.730340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:32.857319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:32.857509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:32.857550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:32.857594] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:32.861005] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-17T20:20:32.861287] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-17T20:20:32.861432] [INFO ] [sig       ] DLHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:32.997503] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DLHC.txt
[2025-12-17T20:20:32.997671] [INFO ] [sig       ] [958/3576] Completed DLHC in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:32.997712] [INFO ] [sig       ] [959/3576] Forecasting DLNG...
[2025-12-17T20:20:32.997741] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-17T20:20:32.997770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-17T20:20:33.008493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-17T20:20:33.008845] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-17T20:20:33.009655] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-17T20:20:33.009706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:33.009739] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:33.009767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:33.009824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:33.066358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:33.067024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:33.067104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:33.067136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:33.179747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:33.179888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:33.179927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:33.179955] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:33.183211] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-17T20:20:33.183472] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-17T20:20:33.183609] [INFO ] [sig       ] DLNG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:33.326911] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DLNG.txt
[2025-12-17T20:20:33.327058] [INFO ] [sig       ] [959/3576] Completed DLNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-17T20:20:33.327098] [INFO ] [sig       ] [960/3576] Forecasting DLO...
[2025-12-17T20:20:33.327128] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-17T20:20:33.327158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-17T20:20:33.338385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-17T20:20:33.338694] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-17T20:20:33.339519] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-17T20:20:33.339570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:33.339626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:33.339654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:33.339722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:33.396920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:33.397530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:33.397626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:33.397661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:33.536665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:33.536885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:33.536942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:33.536981] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:33.542063] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-17T20:20:33.542513] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-17T20:20:33.542702] [INFO ] [sig       ] DLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:33.706591] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DLO.txt
[2025-12-17T20:20:33.706771] [INFO ] [sig       ] [960/3576] Completed DLO in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:33.706829] [INFO ] [sig       ] [961/3576] Forecasting DLPN...
[2025-12-17T20:20:33.706861] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-17T20:20:33.706891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-17T20:20:33.719856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-17T20:20:33.720258] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-17T20:20:33.721301] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-17T20:20:33.721354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:33.721387] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:33.721415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:33.721470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:33.784191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:33.785137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:33.785224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:33.785279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:33.908440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:33.908616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:33.908660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:33.908692] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:33.912417] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-17T20:20:33.912757] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-17T20:20:33.912898] [INFO ] [sig       ] DLPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:34.062982] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DLPN.txt
[2025-12-17T20:20:34.063125] [INFO ] [sig       ] [961/3576] Completed DLPN in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:34.063165] [INFO ] [sig       ] [962/3576] Forecasting DLTH...
[2025-12-17T20:20:34.063193] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-17T20:20:34.063223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-17T20:20:34.076385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-17T20:20:34.076855] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-17T20:20:34.077693] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-17T20:20:34.077761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:34.077834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:34.077864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:34.077921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:34.143826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:34.144706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:34.144793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:34.144826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:34.288833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:34.289076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:34.289152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:34.289204] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:34.294163] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-17T20:20:34.294541] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-17T20:20:34.294732] [INFO ] [sig       ] DLTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:34.523168] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DLTH.txt
[2025-12-17T20:20:34.523374] [INFO ] [sig       ] [962/3576] Completed DLTH in 0.5s | 2.92 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:34.523433] [INFO ] [sig       ] [963/3576] Forecasting DLX...
[2025-12-17T20:20:34.523466] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-17T20:20:34.523501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-17T20:20:34.545710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-17T20:20:34.546237] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-17T20:20:34.547359] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-17T20:20:34.547430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:34.547478] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:34.547519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:34.547622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:34.632965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:34.634094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:34.634211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:34.634252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:34.806354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:34.806551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:34.815385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:34.815597] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:34.821441] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-17T20:20:34.821995] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-17T20:20:34.822210] [INFO ] [sig       ] DLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:35.047068] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DLX.txt
[2025-12-17T20:20:35.047261] [INFO ] [sig       ] [963/3576] Completed DLX in 0.5s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:35.047305] [INFO ] [sig       ] [964/3576] Forecasting DLY...
[2025-12-17T20:20:35.047362] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-17T20:20:35.047413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-17T20:20:35.066822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-17T20:20:35.069189] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-17T20:20:35.070741] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-17T20:20:35.070820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:35.070863] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:35.070898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:35.070975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:35.136353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:35.137596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:35.137713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:35.137756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:35.306724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:35.306916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:35.306982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:35.307032] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:35.312269] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-17T20:20:35.312765] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-17T20:20:35.312972] [INFO ] [sig       ] DLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:35.494598] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DLY.txt
[2025-12-17T20:20:35.494750] [INFO ] [sig       ] [964/3576] Completed DLY in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:35.494790] [INFO ] [sig       ] [965/3576] Forecasting DMAC...
[2025-12-17T20:20:35.494819] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-17T20:20:35.494849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-17T20:20:35.506058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-17T20:20:35.506381] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-17T20:20:35.507181] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-17T20:20:35.507234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:35.507267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:35.507294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:35.507352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:35.563617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:35.564335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:35.564417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:35.564449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:35.690274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:35.690419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:35.690465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:35.690524] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:35.693884] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-17T20:20:35.694156] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-17T20:20:35.694286] [INFO ] [sig       ] DMAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:35.839467] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DMAC.txt
[2025-12-17T20:20:35.839649] [INFO ] [sig       ] [965/3576] Completed DMAC in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:35.839694] [INFO ] [sig       ] [966/3576] Forecasting DMB...
[2025-12-17T20:20:35.839723] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-17T20:20:35.839753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-17T20:20:35.852081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-17T20:20:35.852366] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-17T20:20:35.853132] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-17T20:20:35.853183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:35.853214] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:35.853240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:35.853295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:35.908389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:35.909176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:35.909258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:35.909289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:36.027359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:36.027513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:36.027550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:36.027596] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:36.030855] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-17T20:20:36.031119] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-17T20:20:36.031239] [INFO ] [sig       ] DMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:36.166870] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DMB.txt
[2025-12-17T20:20:36.166992] [INFO ] [sig       ] [966/3576] Completed DMB in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:36.167030] [INFO ] [sig       ] [967/3576] Forecasting DMLP...
[2025-12-17T20:20:36.167059] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-17T20:20:36.167088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-17T20:20:36.178106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-17T20:20:36.178396] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-17T20:20:36.179175] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-17T20:20:36.179226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:36.179256] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:36.179281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:36.179337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:36.233985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:36.234569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:36.234663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:36.234694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:36.351384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:36.351536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:36.351592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:36.351624] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:36.354898] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-12-17T20:20:36.355174] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-17T20:20:36.355294] [INFO ] [sig       ] DMLP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:36.494832] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DMLP.txt
[2025-12-17T20:20:36.494950] [INFO ] [sig       ] [967/3576] Completed DMLP in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:36.494987] [INFO ] [sig       ] [968/3576] Forecasting DMO...
[2025-12-17T20:20:36.495015] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-17T20:20:36.495046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-17T20:20:36.507535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-17T20:20:36.507835] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-17T20:20:36.508560] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-17T20:20:36.508628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:36.508658] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:36.508684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:36.508739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:36.565029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:36.565678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:36.565756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:36.565787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:36.679548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:36.679716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:36.679755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:36.679782] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:36.683023] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-17T20:20:36.683290] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-17T20:20:36.683407] [INFO ] [sig       ] DMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:36.820066] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DMO.txt
[2025-12-17T20:20:36.820191] [INFO ] [sig       ] [968/3576] Completed DMO in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:36.820230] [INFO ] [sig       ] [969/3576] Forecasting DMRC...
[2025-12-17T20:20:36.820259] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-17T20:20:36.820288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-17T20:20:36.831495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-17T20:20:36.831793] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-17T20:20:36.832555] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-17T20:20:36.832629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:36.832662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:36.832696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:36.832770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:36.888846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:36.889550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:36.889646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:36.889678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:37.006535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:37.006702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:37.006756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:37.006785] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:37.010049] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-12-17T20:20:37.010312] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-17T20:20:37.010437] [INFO ] [sig       ] DMRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:37.146020] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DMRC.txt
[2025-12-17T20:20:37.146128] [INFO ] [sig       ] [969/3576] Completed DMRC in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:37.146165] [INFO ] [sig       ] [970/3576] Forecasting DMXF...
[2025-12-17T20:20:37.146193] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-17T20:20:37.146223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-17T20:20:37.157120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-17T20:20:37.157418] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-17T20:20:37.158173] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-17T20:20:37.158224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:37.158254] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:37.158280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:37.158335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:37.212898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:37.213494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:37.213587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:37.213622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:37.328324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:37.328461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:37.328499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:37.328526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:37.331767] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-17T20:20:37.332027] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-17T20:20:37.332148] [INFO ] [sig       ] DMXF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:37.468110] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DMXF.txt
[2025-12-17T20:20:37.468224] [INFO ] [sig       ] [970/3576] Completed DMXF in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-17T20:20:37.468262] [INFO ] [sig       ] [971/3576] Forecasting DNA...
[2025-12-17T20:20:37.468290] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-17T20:20:37.468320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-17T20:20:37.480613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-17T20:20:37.480904] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-17T20:20:37.481652] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-17T20:20:37.481702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:37.481733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:37.481760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:37.481815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:37.536738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:37.537389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:37.537464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:37.537496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:37.659866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:37.660002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:37.660041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:37.660068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:37.663809] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-12-17T20:20:37.664071] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-17T20:20:37.664193] [INFO ] [sig       ] DNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:37.800869] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DNA.txt
[2025-12-17T20:20:37.800999] [INFO ] [sig       ] [971/3576] Completed DNA in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:37.801036] [INFO ] [sig       ] [972/3576] Forecasting DNLI...
[2025-12-17T20:20:37.801065] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-17T20:20:37.801095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-17T20:20:37.811989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-17T20:20:37.812324] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-17T20:20:37.813130] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-17T20:20:37.813182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:37.813212] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:37.813239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:37.813294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:37.868907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:37.869568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:37.869705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:37.869741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:37.990352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:37.990502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:37.990544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:37.990591] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:37.993974] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2025-12-17T20:20:37.994245] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-17T20:20:37.994373] [INFO ] [sig       ] DNLI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:38.133327] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DNLI.txt
[2025-12-17T20:20:38.133452] [INFO ] [sig       ] [972/3576] Completed DNLI in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:38.133490] [INFO ] [sig       ] [973/3576] Forecasting DNP...
[2025-12-17T20:20:38.133518] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-17T20:20:38.133547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-17T20:20:38.145417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-17T20:20:38.145747] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-17T20:20:38.146511] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-17T20:20:38.146563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:38.146627] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:38.146657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:38.146905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:38.204670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:38.205555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:38.205666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:38.205699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:38.326330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:38.326489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:38.326529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:38.326557] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:38.329994] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-17T20:20:38.330292] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-17T20:20:38.330429] [INFO ] [sig       ] DNP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:38.470226] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DNP.txt
[2025-12-17T20:20:38.470372] [INFO ] [sig       ] [973/3576] Completed DNP in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:38.470412] [INFO ] [sig       ] [974/3576] Forecasting DNTH...
[2025-12-17T20:20:38.470441] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-17T20:20:38.470471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-17T20:20:38.482518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-17T20:20:38.482894] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-17T20:20:38.483675] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-17T20:20:38.483727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:38.483759] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:38.483790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:38.483862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:38.553281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:38.554290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:38.554391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:38.554430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:38.681367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:38.681520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:38.681560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:38.681608] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:38.685221] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-17T20:20:38.685528] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-17T20:20:38.685684] [INFO ] [sig       ] DNTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:38.828607] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DNTH.txt
[2025-12-17T20:20:38.828766] [INFO ] [sig       ] [974/3576] Completed DNTH in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:38.828813] [INFO ] [sig       ] [975/3576] Forecasting DOCN...
[2025-12-17T20:20:38.828869] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-17T20:20:38.828905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-17T20:20:38.843273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-17T20:20:38.843792] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-17T20:20:38.844894] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-17T20:20:38.844961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:38.845007] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:38.845045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:38.845127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:38.913761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:38.914803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:38.914907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:38.914948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:39.051952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:39.052111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:39.052151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:39.052180] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:39.055709] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-17T20:20:39.056042] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-17T20:20:39.056177] [INFO ] [sig       ] DOCN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:39.200559] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DOCN.txt
[2025-12-17T20:20:39.200730] [INFO ] [sig       ] [975/3576] Completed DOCN in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:39.200769] [INFO ] [sig       ] [976/3576] Forecasting DOCS...
[2025-12-17T20:20:39.200799] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-17T20:20:39.200829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-17T20:20:39.211956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-17T20:20:39.212282] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-17T20:20:39.213054] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-17T20:20:39.213105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:39.213137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:39.213163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:39.213219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:39.267666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:39.268504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:39.268605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:39.268642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:39.388629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:39.388771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:39.388812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:39.388841] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:39.392194] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=53.73%)
[2025-12-17T20:20:39.392462] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-17T20:20:39.392601] [INFO ] [sig       ] DOCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:39.531184] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DOCS.txt
[2025-12-17T20:20:39.531337] [INFO ] [sig       ] [976/3576] Completed DOCS in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:39.531377] [INFO ] [sig       ] [977/3576] Forecasting DOGZ...
[2025-12-17T20:20:39.531411] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-17T20:20:39.531443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-17T20:20:39.544221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-17T20:20:39.544534] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-17T20:20:39.545303] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-17T20:20:39.545355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:39.545390] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:39.545422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:39.545490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:39.603548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:39.604398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:39.604497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:39.604536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:39.730824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:39.730976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:39.731015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:39.731044] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:39.734508] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-17T20:20:39.734955] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-17T20:20:39.735077] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:39.874667] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DOGZ.txt
[2025-12-17T20:20:39.874794] [INFO ] [sig       ] [977/3576] Completed DOGZ in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:39.874832] [INFO ] [sig       ] [978/3576] Forecasting DOLE...
[2025-12-17T20:20:39.874862] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-17T20:20:39.874890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-17T20:20:39.886099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-17T20:20:39.886457] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-17T20:20:39.887281] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-17T20:20:39.887333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:39.887366] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:39.887393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:39.887449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:39.943234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:39.943991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:39.944071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:39.944102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:40.066067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:40.066220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:40.066262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:40.066304] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:40.070098] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-17T20:20:40.070373] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-17T20:20:40.070500] [INFO ] [sig       ] DOLE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:40.219679] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DOLE.txt
[2025-12-17T20:20:40.219834] [INFO ] [sig       ] [978/3576] Completed DOLE in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:40.219880] [INFO ] [sig       ] [979/3576] Forecasting DOMO...
[2025-12-17T20:20:40.219909] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-17T20:20:40.219940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-17T20:20:40.231255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-17T20:20:40.231621] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-17T20:20:40.232378] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-17T20:20:40.232429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:40.232495] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:40.232534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:40.232632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:40.287195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:40.287952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:40.288031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:40.288063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:40.408530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:40.408708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:40.408750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:40.408778] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:40.412286] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-17T20:20:40.412603] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-17T20:20:40.412736] [INFO ] [sig       ] DOMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:40.554083] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DOMO.txt
[2025-12-17T20:20:40.554230] [INFO ] [sig       ] [979/3576] Completed DOMO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-17T20:20:40.554271] [INFO ] [sig       ] [980/3576] Forecasting DORM...
[2025-12-17T20:20:40.554301] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-17T20:20:40.554332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-17T20:20:40.566250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-17T20:20:40.566630] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-17T20:20:40.567454] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-17T20:20:40.567508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:40.567540] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:40.567566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:40.567661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:40.626372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:40.627255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:40.627333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:40.627365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:40.754535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:40.754717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:40.754758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:40.754802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:40.758350] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-17T20:20:40.758691] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-17T20:20:40.758821] [INFO ] [sig       ] DORM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:40.924602] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DORM.txt
[2025-12-17T20:20:40.924763] [INFO ] [sig       ] [980/3576] Completed DORM in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:40.924806] [INFO ] [sig       ] [981/3576] Forecasting DOUG...
[2025-12-17T20:20:40.924836] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-17T20:20:40.924867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-17T20:20:40.936665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-17T20:20:40.937011] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-17T20:20:40.937806] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-17T20:20:40.937858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:40.937891] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:40.937918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:40.937976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:40.992905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:40.993543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:40.993638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:40.993671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:41.111100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:41.111256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:41.111296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:41.111325] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:41.114695] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-17T20:20:41.114969] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-17T20:20:41.115094] [INFO ] [sig       ] DOUG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:41.253812] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DOUG.txt
[2025-12-17T20:20:41.253939] [INFO ] [sig       ] [981/3576] Completed DOUG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:41.253978] [INFO ] [sig       ] [982/3576] Forecasting DOX...
[2025-12-17T20:20:41.254007] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-17T20:20:41.254038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-17T20:20:41.264812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-17T20:20:41.265113] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-17T20:20:41.265923] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-17T20:20:41.265978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:41.266011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:41.266039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:41.266098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:41.321893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:41.322777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:41.322880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:41.322914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:41.442442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:41.442642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:41.442702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:41.442781] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:41.447132] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-17T20:20:41.447451] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-17T20:20:41.447645] [INFO ] [sig       ] DOX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:41.584716] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DOX.txt
[2025-12-17T20:20:41.584844] [INFO ] [sig       ] [982/3576] Completed DOX in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:41.584881] [INFO ] [sig       ] [983/3576] Forecasting DPG...
[2025-12-17T20:20:41.584910] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-17T20:20:41.584940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-17T20:20:41.596697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-17T20:20:41.596988] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-17T20:20:41.597774] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-17T20:20:41.597827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:41.597859] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:41.597887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:41.597944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:41.655413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:41.656211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:41.656293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:41.656329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:41.774846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:41.774988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:41.775027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:41.775056] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:41.778359] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2025-12-17T20:20:41.778644] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-17T20:20:41.778771] [INFO ] [sig       ] DPG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:41.917985] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DPG.txt
[2025-12-17T20:20:41.918116] [INFO ] [sig       ] [983/3576] Completed DPG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:41.918157] [INFO ] [sig       ] [984/3576] Forecasting DPRO...
[2025-12-17T20:20:41.918189] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-17T20:20:41.918221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-17T20:20:41.929599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-17T20:20:41.929991] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-17T20:20:41.930982] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-17T20:20:41.931037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:41.931070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:41.931110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:41.931169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:41.987745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:41.988390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:41.988470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:41.988504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:42.104590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:42.104733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:42.104771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:42.104801] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:42.108161] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=73.05%)
[2025-12-17T20:20:42.108428] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-17T20:20:42.108550] [INFO ] [sig       ] DPRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:42.246128] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DPRO.txt
[2025-12-17T20:20:42.246285] [INFO ] [sig       ] [984/3576] Completed DPRO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:42.246325] [INFO ] [sig       ] [985/3576] Forecasting DPZ...
[2025-12-17T20:20:42.246354] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-17T20:20:42.246385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-17T20:20:42.258351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-17T20:20:42.258694] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-17T20:20:42.259464] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-17T20:20:42.259515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:42.259547] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:42.259599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:42.259658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:42.316873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:42.317817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:42.317900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:42.317934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:42.442945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:42.443098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:42.443140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:42.443169] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:42.447122] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-17T20:20:42.447595] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-17T20:20:42.447788] [INFO ] [sig       ] DPZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:42.589388] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DPZ.txt
[2025-12-17T20:20:42.589559] [INFO ] [sig       ] [985/3576] Completed DPZ in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:42.589630] [INFO ] [sig       ] [986/3576] Forecasting DQ...
[2025-12-17T20:20:42.589661] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-17T20:20:42.589691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-17T20:20:42.601355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-17T20:20:42.601746] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-17T20:20:42.602555] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-17T20:20:42.602637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:42.602669] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:42.602696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:42.602752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:42.661464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:42.662362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:42.662449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:42.662484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:42.785672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:42.785830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:42.785869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:42.785896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:42.789274] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-17T20:20:42.789604] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-17T20:20:42.789740] [INFO ] [sig       ] DQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:42.932130] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DQ.txt
[2025-12-17T20:20:42.932278] [INFO ] [sig       ] [986/3576] Completed DQ in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:42.932322] [INFO ] [sig       ] [987/3576] Forecasting DRD...
[2025-12-17T20:20:42.932363] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-17T20:20:42.932406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-17T20:20:42.944445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-17T20:20:42.944772] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-17T20:20:42.945546] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-17T20:20:42.945632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:42.945670] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:42.945696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:42.945754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:43.003372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:43.004003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:43.004081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:43.004114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:43.126351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:43.126503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:43.126547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:43.126594] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:43.130232] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=44.34%)
[2025-12-17T20:20:43.130504] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-17T20:20:43.130651] [INFO ] [sig       ] DRD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:43.269653] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DRD.txt
[2025-12-17T20:20:43.269967] [INFO ] [sig       ] [987/3576] Completed DRD in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:43.270006] [INFO ] [sig       ] [988/3576] Forecasting DRH...
[2025-12-17T20:20:43.270034] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-17T20:20:43.270064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-17T20:20:43.282669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-17T20:20:43.282957] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-17T20:20:43.283923] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-17T20:20:43.283974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:43.284006] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:43.284033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:43.284090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:43.342294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:43.342988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:43.343068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:43.343101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:43.464541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:43.464711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:43.464752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:43.464781] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:43.468214] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-17T20:20:43.468484] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-17T20:20:43.468627] [INFO ] [sig       ] DRH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:43.608489] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DRH.txt
[2025-12-17T20:20:43.608627] [INFO ] [sig       ] [988/3576] Completed DRH in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-17T20:20:43.608669] [INFO ] [sig       ] [989/3576] Forecasting DRI...
[2025-12-17T20:20:43.608700] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-17T20:20:43.608732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-17T20:20:43.620157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-17T20:20:43.620447] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-17T20:20:43.621254] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-17T20:20:43.621306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:43.621339] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:43.621367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:43.621425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:43.678999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:43.679915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:43.680001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:43.680067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:43.817296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:43.817448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:43.817488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:43.817517] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:43.821043] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-17T20:20:43.821306] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-17T20:20:43.821426] [INFO ] [sig       ] DRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:43.963564] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DRI.txt
[2025-12-17T20:20:43.963873] [INFO ] [sig       ] [989/3576] Completed DRI in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:43.963914] [INFO ] [sig       ] [990/3576] Forecasting DRIO...
[2025-12-17T20:20:43.963943] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-17T20:20:43.963973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-17T20:20:43.976612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-17T20:20:43.976923] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-17T20:20:43.977888] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-17T20:20:43.978129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:43.978161] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:43.978188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:43.978244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:44.037220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:44.038197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:44.038277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:44.038309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:44.154859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:44.155005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:44.155045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:44.155073] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:44.158322] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-17T20:20:44.158606] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-17T20:20:44.158727] [INFO ] [sig       ] DRIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:44.297294] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DRIO.txt
[2025-12-17T20:20:44.297414] [INFO ] [sig       ] [990/3576] Completed DRIO in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:44.297452] [INFO ] [sig       ] [991/3576] Forecasting DRLL...
[2025-12-17T20:20:44.297480] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-17T20:20:44.297510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-17T20:20:44.308231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-17T20:20:44.308506] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-17T20:20:44.309285] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-17T20:20:44.309336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:44.309367] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:44.309392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:44.309447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:44.368494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:44.369392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:44.369475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:44.369510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:44.489960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:44.490096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:44.490138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:44.490166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:44.493798] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-17T20:20:44.494098] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-17T20:20:44.494224] [INFO ] [sig       ] DRLL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:44.632765] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DRLL.txt
[2025-12-17T20:20:44.632875] [INFO ] [sig       ] [991/3576] Completed DRLL in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:44.632913] [INFO ] [sig       ] [992/3576] Forecasting DRMA...
[2025-12-17T20:20:44.632941] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-17T20:20:44.632970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-17T20:20:44.644827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-17T20:20:44.645083] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-17T20:20:44.645830] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-17T20:20:44.645882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:44.645914] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:44.645941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:44.645997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:44.701305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:44.701938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:44.702015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:44.702046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:44.816162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:44.816275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:44.816312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:44.816339] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:44.820037] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-17T20:20:44.820300] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-17T20:20:44.820420] [INFO ] [sig       ] DRMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:44.958197] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DRMA.txt
[2025-12-17T20:20:44.958324] [INFO ] [sig       ] [992/3576] Completed DRMA in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:44.958363] [INFO ] [sig       ] [993/3576] Forecasting DRS...
[2025-12-17T20:20:44.958392] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-17T20:20:44.958421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-17T20:20:44.970933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-17T20:20:44.971181] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-17T20:20:44.971928] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-17T20:20:44.971979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:44.972011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:44.972037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:44.972092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:45.027245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:45.027846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:45.027921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:45.027953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:45.144713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:45.144831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:45.144869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:45.144897] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:45.148017] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-17T20:20:45.148273] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-17T20:20:45.148392] [INFO ] [sig       ] DRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:45.287449] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DRS.txt
[2025-12-17T20:20:45.287551] [INFO ] [sig       ] [993/3576] Completed DRS in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:45.287615] [INFO ] [sig       ] [994/3576] Forecasting DRTS...
[2025-12-17T20:20:45.287655] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-17T20:20:45.287686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-17T20:20:45.298836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-17T20:20:45.299097] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-17T20:20:45.299879] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-17T20:20:45.299930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:45.299961] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:45.299987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:45.300042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:45.354886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:45.355444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:45.355519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:45.355550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:45.473049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:45.473134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:45.473169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:45.473195] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:45.476158] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-17T20:20:45.476410] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-17T20:20:45.476529] [INFO ] [sig       ] DRTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:45.617610] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DRTS.txt
[2025-12-17T20:20:45.617716] [INFO ] [sig       ] [994/3576] Completed DRTS in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:45.617752] [INFO ] [sig       ] [995/3576] Forecasting DRUG...
[2025-12-17T20:20:45.617781] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-17T20:20:45.617809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-17T20:20:45.629596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-17T20:20:45.629843] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-17T20:20:45.630596] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-17T20:20:45.630657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:45.630695] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:45.630724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:45.630779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:45.687672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:45.688226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:45.688301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:45.688332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:45.807929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:45.808087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:45.808126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:45.808154] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:45.811445] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-17T20:20:45.811725] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-17T20:20:45.811846] [INFO ] [sig       ] DRUG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:45.950049] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DRUG.txt
[2025-12-17T20:20:45.950151] [INFO ] [sig       ] [995/3576] Completed DRUG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:45.950188] [INFO ] [sig       ] [996/3576] Forecasting DRVN...
[2025-12-17T20:20:45.950216] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-17T20:20:45.950246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-17T20:20:45.961690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-17T20:20:45.961946] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-17T20:20:45.962685] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-17T20:20:45.962736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:45.962791] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:45.962819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:45.962876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:46.018305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:46.018929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:46.019006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:46.019037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:46.137221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:46.137361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:46.137400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:46.137427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:46.140715] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-17T20:20:46.140981] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-17T20:20:46.141105] [INFO ] [sig       ] DRVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:46.280794] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DRVN.txt
[2025-12-17T20:20:46.280926] [INFO ] [sig       ] [996/3576] Completed DRVN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-17T20:20:46.280965] [INFO ] [sig       ] [997/3576] Forecasting DSGN...
[2025-12-17T20:20:46.280994] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-17T20:20:46.281023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-17T20:20:46.293385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-17T20:20:46.293701] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-17T20:20:46.294455] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-17T20:20:46.294506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:46.294554] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:46.294604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:46.294671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:46.349151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:46.349749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:46.349849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:46.349883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:46.467873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:46.468003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:46.468043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:46.468070] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:46.471276] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-17T20:20:46.471537] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-17T20:20:46.471675] [INFO ] [sig       ] DSGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:46.608298] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DSGN.txt
[2025-12-17T20:20:46.608418] [INFO ] [sig       ] [997/3576] Completed DSGN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:46.608456] [INFO ] [sig       ] [998/3576] Forecasting DSGX...
[2025-12-17T20:20:46.608484] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-17T20:20:46.608513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-17T20:20:46.620976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-17T20:20:46.621390] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-17T20:20:46.622260] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-17T20:20:46.622315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:46.622349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:46.622377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:46.622439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:46.679419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:46.680321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:46.680404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:46.680437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:46.801640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:46.801980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:46.802022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:46.802051] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:46.805507] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-17T20:20:46.805848] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-17T20:20:46.805988] [INFO ] [sig       ] DSGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:46.946188] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DSGX.txt
[2025-12-17T20:20:46.946321] [INFO ] [sig       ] [998/3576] Completed DSGX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:46.946360] [INFO ] [sig       ] [999/3576] Forecasting DSL...
[2025-12-17T20:20:46.946389] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-17T20:20:46.946419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-17T20:20:46.959284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-17T20:20:46.959633] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-17T20:20:46.960390] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-17T20:20:46.960440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:46.960472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:46.960498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:46.960553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:47.015848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:47.016443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:47.016520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:47.016551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:47.135730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:47.135893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:47.135933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:47.135998] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:47.139378] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-17T20:20:47.139696] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-17T20:20:47.139829] [INFO ] [sig       ] DSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:47.281225] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DSL.txt
[2025-12-17T20:20:47.281349] [INFO ] [sig       ] [999/3576] Completed DSL in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:47.281388] [INFO ] [sig       ] [1000/3576] Forecasting DSM...
[2025-12-17T20:20:47.281416] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-17T20:20:47.281447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-17T20:20:47.294102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-17T20:20:47.294547] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-17T20:20:47.295562] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-17T20:20:47.295636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:47.295670] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:47.295696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:47.295752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:47.357272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:47.358252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:47.358382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:47.358420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:47.487849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:47.488012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:47.488054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:47.488082] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:47.492042] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-17T20:20:47.492401] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-17T20:20:47.492558] [INFO ] [sig       ] DSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:47.641016] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DSM.txt
[2025-12-17T20:20:47.641181] [INFO ] [sig       ] [1000/3576] Completed DSM in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:47.641251] [INFO ] [sig       ] [1001/3576] Forecasting DSP...
[2025-12-17T20:20:47.641282] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-17T20:20:47.641312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-17T20:20:47.654497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-17T20:20:47.655133] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-17T20:20:47.656110] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-17T20:20:47.656161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:47.656192] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:47.656217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:47.656272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:47.714021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:47.715045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:47.715125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:47.715158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:47.839998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:47.840151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:47.840190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:47.840219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:47.843533] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-17T20:20:47.843818] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-17T20:20:47.843940] [INFO ] [sig       ] DSP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:47.982108] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DSP.txt
[2025-12-17T20:20:47.982231] [INFO ] [sig       ] [1001/3576] Completed DSP in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:47.982270] [INFO ] [sig       ] [1002/3576] Forecasting DSX...
[2025-12-17T20:20:47.982298] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-17T20:20:47.982328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-17T20:20:47.994149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-17T20:20:47.994469] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-17T20:20:47.995237] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-17T20:20:47.995288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:47.995319] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:47.995346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:47.995401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:48.049751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:48.050404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:48.050484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:48.050516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:48.167665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:48.167822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:48.167861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:48.167889] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:48.171198] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-17T20:20:48.171471] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-17T20:20:48.171626] [INFO ] [sig       ] DSX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:48.311737] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DSX.txt
[2025-12-17T20:20:48.312079] [INFO ] [sig       ] [1002/3576] Completed DSX in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:48.312120] [INFO ] [sig       ] [1003/3576] Forecasting DTB...
[2025-12-17T20:20:48.312149] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-17T20:20:48.312178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-17T20:20:48.324262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-17T20:20:48.324626] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-17T20:20:48.325391] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-17T20:20:48.325442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:48.325473] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:48.325499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:48.325555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:48.380364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:48.381077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:48.381161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:48.381194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:48.508551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:48.508739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:48.509019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:48.509062] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:48.513663] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-17T20:20:48.514209] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-17T20:20:48.514378] [INFO ] [sig       ] DTB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:48.678841] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DTB.txt
[2025-12-17T20:20:48.679012] [INFO ] [sig       ] [1003/3576] Completed DTB in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:48.679056] [INFO ] [sig       ] [1004/3576] Forecasting DTE...
[2025-12-17T20:20:48.679086] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-17T20:20:48.679118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-17T20:20:48.692128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-17T20:20:48.692482] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-17T20:20:48.693469] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-17T20:20:48.693532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:48.693568] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:48.693665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:48.693774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:48.760252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:48.761108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:48.761188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:48.761221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:48.874283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:48.874437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:48.874476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:48.874520] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:48.877830] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-17T20:20:48.878102] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-17T20:20:48.878222] [INFO ] [sig       ] DTE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:49.014458] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DTE.txt
[2025-12-17T20:20:49.014635] [INFO ] [sig       ] [1004/3576] Completed DTE in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:49.014685] [INFO ] [sig       ] [1005/3576] Forecasting DTG...
[2025-12-17T20:20:49.014719] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-17T20:20:49.014755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-17T20:20:49.026452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-17T20:20:49.026774] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-17T20:20:49.027508] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-17T20:20:49.027558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:49.027611] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:49.027643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:49.027710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:49.088081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:49.088919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:49.089011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:49.089044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:49.206945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:49.207102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:49.207143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:49.207172] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:49.210641] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=49.97%)
[2025-12-17T20:20:49.210914] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-17T20:20:49.211041] [INFO ] [sig       ] DTG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:49.347125] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DTG.txt
[2025-12-17T20:20:49.347266] [INFO ] [sig       ] [1005/3576] Completed DTG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-17T20:20:49.347306] [INFO ] [sig       ] [1006/3576] Forecasting DTIL...
[2025-12-17T20:20:49.347335] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-17T20:20:49.347365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-17T20:20:49.360156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-17T20:20:49.360499] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-17T20:20:49.361266] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-17T20:20:49.361317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:49.361347] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:49.361374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:49.361439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:49.429606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:49.430410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:49.430521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:49.430613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:49.556617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:49.556771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:49.556812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:49.556842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:49.560495] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-17T20:20:49.560824] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-17T20:20:49.560963] [INFO ] [sig       ] DTIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:49.718045] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DTIL.txt
[2025-12-17T20:20:49.718232] [INFO ] [sig       ] [1006/3576] Completed DTIL in 0.4s | 2.92 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:49.718288] [INFO ] [sig       ] [1007/3576] Forecasting DTM...
[2025-12-17T20:20:49.718324] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-17T20:20:49.718356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-17T20:20:49.730919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-17T20:20:49.731302] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-17T20:20:49.732264] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-17T20:20:49.732325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:49.732362] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:49.732394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:49.732453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:49.800005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:49.801305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:49.801446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:49.801483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:49.936471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:49.936645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:49.936697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:49.936738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:49.940906] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-17T20:20:49.941216] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-17T20:20:49.941368] [INFO ] [sig       ] DTM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:50.093923] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DTM.txt
[2025-12-17T20:20:50.094071] [INFO ] [sig       ] [1007/3576] Completed DTM in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:50.094134] [INFO ] [sig       ] [1008/3576] Forecasting DTSS...
[2025-12-17T20:20:50.094183] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-17T20:20:50.094218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-17T20:20:50.106796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-17T20:20:50.107209] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-17T20:20:50.108120] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-17T20:20:50.108183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:50.108222] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:50.108265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:50.108346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:50.170254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:50.171113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:50.171196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:50.171231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:50.294441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:50.294613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:50.294655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:50.294685] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:50.298319] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-17T20:20:50.298619] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-17T20:20:50.298753] [INFO ] [sig       ] DTSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:50.453529] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DTSS.txt
[2025-12-17T20:20:50.453748] [INFO ] [sig       ] [1008/3576] Completed DTSS in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:50.453807] [INFO ] [sig       ] [1009/3576] Forecasting DUK...
[2025-12-17T20:20:50.453844] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-17T20:20:50.453887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-17T20:20:50.467274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-17T20:20:50.467674] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-17T20:20:50.468545] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-17T20:20:50.468620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:50.468662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:50.468691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:50.468750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:50.533321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:50.534265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:50.534363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:50.534400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:50.663409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:50.663565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:50.663630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:50.663660] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:50.667267] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=73.83%)
[2025-12-17T20:20:50.667616] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-17T20:20:50.667754] [INFO ] [sig       ] DUK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:50.819888] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DUK.txt
[2025-12-17T20:20:50.820061] [INFO ] [sig       ] [1009/3576] Completed DUK in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:50.820109] [INFO ] [sig       ] [1010/3576] Forecasting DUKB...
[2025-12-17T20:20:50.820154] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-17T20:20:50.820200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-17T20:20:50.832324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-17T20:20:50.832716] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-17T20:20:50.833547] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-17T20:20:50.833630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:50.833680] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:50.833719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:50.833783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:50.896151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:50.897060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:50.897155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:50.897190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:51.029502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:51.029675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:51.029717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:51.029747] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:51.034239] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-17T20:20:51.034633] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-17T20:20:51.034808] [INFO ] [sig       ] DUKB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:51.189866] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DUKB.txt
[2025-12-17T20:20:51.190030] [INFO ] [sig       ] [1010/3576] Completed DUKB in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:51.190085] [INFO ] [sig       ] [1011/3576] Forecasting DUOL...
[2025-12-17T20:20:51.190120] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-17T20:20:51.190153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-17T20:20:51.202989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-17T20:20:51.203328] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-17T20:20:51.204416] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-17T20:20:51.204480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:51.204519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:51.204548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:51.204644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:51.266704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:51.267558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:51.267668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:51.267703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:51.395479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:51.395653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:51.395707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:51.395742] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:51.399479] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-17T20:20:51.399798] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-17T20:20:51.399933] [INFO ] [sig       ] DUOL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:51.550591] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DUOL.txt
[2025-12-17T20:20:51.550756] [INFO ] [sig       ] [1011/3576] Completed DUOL in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:51.550804] [INFO ] [sig       ] [1012/3576] Forecasting DVA...
[2025-12-17T20:20:51.550843] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-17T20:20:51.550882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-17T20:20:51.563238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-17T20:20:51.563606] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-17T20:20:51.564453] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-17T20:20:51.564512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:51.564546] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:51.564602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:51.564667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:51.627625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:51.628385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:51.628476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:51.628515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:51.755546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:51.755720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:51.755768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:51.755799] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:51.759828] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-17T20:20:51.760116] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-17T20:20:51.760244] [INFO ] [sig       ] DVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:51.915371] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DVA.txt
[2025-12-17T20:20:51.915517] [INFO ] [sig       ] [1012/3576] Completed DVA in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:51.915557] [INFO ] [sig       ] [1013/3576] Forecasting DVAX...
[2025-12-17T20:20:51.915607] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-17T20:20:51.915638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-17T20:20:51.927781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-17T20:20:51.928391] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-17T20:20:51.929410] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-17T20:20:51.929474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:51.929555] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:51.929606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:51.929666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:51.993127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:51.993894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:51.993978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:51.994012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:52.130239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:52.130391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:52.130439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:52.130481] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:52.134368] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-17T20:20:52.134693] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-17T20:20:52.134829] [INFO ] [sig       ] DVAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:52.287153] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DVAX.txt
[2025-12-17T20:20:52.287304] [INFO ] [sig       ] [1013/3576] Completed DVAX in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:52.287355] [INFO ] [sig       ] [1014/3576] Forecasting DVN...
[2025-12-17T20:20:52.287387] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-17T20:20:52.287420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-17T20:20:52.299886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-17T20:20:52.300242] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-17T20:20:52.301091] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-17T20:20:52.301146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:52.301179] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:52.301207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:52.301264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:52.362815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:52.363608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:52.363692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:52.363727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:52.498203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:52.498376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:52.498434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:52.498472] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:52.502156] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-12-17T20:20:52.502435] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-17T20:20:52.502567] [INFO ] [sig       ] DVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:52.658642] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DVN.txt
[2025-12-17T20:20:52.658811] [INFO ] [sig       ] [1014/3576] Completed DVN in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:52.658876] [INFO ] [sig       ] [1015/3576] Forecasting DWAS...
[2025-12-17T20:20:52.658913] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-17T20:20:52.658943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-17T20:20:52.670607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-17T20:20:52.670968] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-17T20:20:52.671798] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-17T20:20:52.671860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:52.671891] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:52.671917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:52.671972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:52.727736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:52.728669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:52.728776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:52.728817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:52.847065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:52.847223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:52.847263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:52.847290] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:52.850710] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=84.32%)
[2025-12-17T20:20:52.851006] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-17T20:20:52.851128] [INFO ] [sig       ] DWAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:52.989631] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DWAS.txt
[2025-12-17T20:20:52.989783] [INFO ] [sig       ] [1015/3576] Completed DWAS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-17T20:20:52.989825] [INFO ] [sig       ] [1016/3576] Forecasting DWSH...
[2025-12-17T20:20:52.989856] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-17T20:20:52.989886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-17T20:20:53.001051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-17T20:20:53.001377] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-17T20:20:53.002135] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-17T20:20:53.002185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:53.002216] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:53.002242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:53.002297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:53.057155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:53.058010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:53.058090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:53.058122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:53.164770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:53.164930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:53.164971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:53.165041] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:53.168376] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-17T20:20:53.168664] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-17T20:20:53.168796] [INFO ] [sig       ] DWSH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:53.309883] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DWSH.txt
[2025-12-17T20:20:53.310077] [INFO ] [sig       ] [1016/3576] Completed DWSH in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:53.310124] [INFO ] [sig       ] [1017/3576] Forecasting DX...
[2025-12-17T20:20:53.310157] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-17T20:20:53.310187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-17T20:20:53.322651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-17T20:20:53.322999] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-17T20:20:53.323846] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-17T20:20:53.323897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:53.323934] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:53.323961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:53.324022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:53.378506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:53.379447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:53.379531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:53.379589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:53.501205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:53.501384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:53.501425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:53.501454] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:53.505014] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-17T20:20:53.505312] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-17T20:20:53.505443] [INFO ] [sig       ] DX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:53.649391] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DX.txt
[2025-12-17T20:20:53.649552] [INFO ] [sig       ] [1017/3576] Completed DX in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:53.649623] [INFO ] [sig       ] [1018/3576] Forecasting DXC...
[2025-12-17T20:20:53.649653] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-17T20:20:53.649684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-17T20:20:53.661745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-17T20:20:53.662127] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-17T20:20:53.662913] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-17T20:20:53.662964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:53.662995] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:53.663020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:53.663075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:53.718425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:53.719336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:53.719417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:53.719449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:53.842235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:53.842395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:53.842434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:53.842465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:53.845784] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-17T20:20:53.846054] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-17T20:20:53.846182] [INFO ] [sig       ] DXC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:53.985651] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DXC.txt
[2025-12-17T20:20:53.985814] [INFO ] [sig       ] [1018/3576] Completed DXC in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:53.985852] [INFO ] [sig       ] [1019/3576] Forecasting DXCM...
[2025-12-17T20:20:53.985883] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-17T20:20:53.985915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-17T20:20:54.001550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-17T20:20:54.001997] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-17T20:20:54.003027] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-17T20:20:54.003091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:54.003135] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:54.003172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:54.003250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:54.061115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:54.062007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:54.062095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:54.062129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:54.187746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:54.187910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:54.187969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:54.188001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:54.192208] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-17T20:20:54.192478] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-17T20:20:54.192619] [INFO ] [sig       ] DXCM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:54.331588] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DXCM.txt
[2025-12-17T20:20:54.331716] [INFO ] [sig       ] [1019/3576] Completed DXCM in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:54.331753] [INFO ] [sig       ] [1020/3576] Forecasting DXPE...
[2025-12-17T20:20:54.331782] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-17T20:20:54.331812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-17T20:20:54.343104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-17T20:20:54.343378] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-17T20:20:54.344125] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-17T20:20:54.344175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:54.344206] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:54.344233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:54.344287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:54.402405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:54.403112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:54.403192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:54.403226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:54.527765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:54.527928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:54.527969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:54.527997] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:54.531461] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-17T20:20:54.531754] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-17T20:20:54.531885] [INFO ] [sig       ] DXPE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:54.673822] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DXPE.txt
[2025-12-17T20:20:54.673955] [INFO ] [sig       ] [1020/3576] Completed DXPE in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:54.673996] [INFO ] [sig       ] [1021/3576] Forecasting DY...
[2025-12-17T20:20:54.674026] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-17T20:20:54.674058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-17T20:20:54.685675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-17T20:20:54.686035] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-17T20:20:54.686834] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-17T20:20:54.686911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:54.686955] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:54.686983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:54.687041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:54.746797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:54.747728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:54.747822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:54.747871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:54.874333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:54.874486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:54.874526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:54.874555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:54.878423] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-17T20:20:54.878707] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-17T20:20:54.878831] [INFO ] [sig       ] DY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:55.021603] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/DY.txt
[2025-12-17T20:20:55.021770] [INFO ] [sig       ] [1021/3576] Completed DY in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:55.021812] [INFO ] [sig       ] [1022/3576] Forecasting DYN...
[2025-12-17T20:20:55.021840] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-17T20:20:55.021869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-17T20:20:55.034811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-17T20:20:55.035175] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-17T20:20:55.035952] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-17T20:20:55.036003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:55.036033] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:55.036059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:55.036114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:55.092644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:55.093485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:55.093564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:55.093616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:55.218162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:55.218316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:55.218356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:55.218384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:55.222215] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-17T20:20:55.222495] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-17T20:20:55.222642] [INFO ] [sig       ] DYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:55.366946] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/DYN.txt
[2025-12-17T20:20:55.367096] [INFO ] [sig       ] [1022/3576] Completed DYN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-17T20:20:55.367137] [INFO ] [sig       ] [1023/3576] Forecasting E...
[2025-12-17T20:20:55.367166] [INFO ] [sig       ] Generating forecast for: E
[2025-12-17T20:20:55.367195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-17T20:20:55.378911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-17T20:20:55.379291] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-17T20:20:55.380100] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-17T20:20:55.380151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:55.380182] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:55.380209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:55.380263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:55.440447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:55.441345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:55.441434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:55.441497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:55.563866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:55.564022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:55.564063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:55.564092] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:55.567475] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=50.92%)
[2025-12-17T20:20:55.567779] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-17T20:20:55.567911] [INFO ] [sig       ] E: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:55.708362] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/E.txt
[2025-12-17T20:20:55.708514] [INFO ] [sig       ] [1023/3576] Completed E in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:55.708554] [INFO ] [sig       ] [1024/3576] Forecasting EA...
[2025-12-17T20:20:55.708605] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-17T20:20:55.708638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-17T20:20:55.720731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-17T20:20:55.721100] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-17T20:20:55.721873] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-17T20:20:55.721926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:55.721957] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:55.721984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:55.722040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:55.779280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:55.780158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:55.780238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:55.780270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:55.904279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:55.904433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:55.904473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:55.904501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:55.907861] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-17T20:20:55.908152] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-17T20:20:55.908278] [INFO ] [sig       ] EA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:56.047456] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EA.txt
[2025-12-17T20:20:56.047629] [INFO ] [sig       ] [1024/3576] Completed EA in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:56.047671] [INFO ] [sig       ] [1025/3576] Forecasting EAF...
[2025-12-17T20:20:56.047706] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-17T20:20:56.047736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-17T20:20:56.059284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-17T20:20:56.059659] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-17T20:20:56.060418] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-17T20:20:56.060469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:56.060501] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:56.060527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:56.060603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:56.115237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:56.115878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:56.115952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:56.115984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:56.238637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:56.238798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:56.238846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:56.238891] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:56.242357] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-17T20:20:56.242646] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-17T20:20:56.242765] [INFO ] [sig       ] EAF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:56.380975] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EAF.txt
[2025-12-17T20:20:56.381095] [INFO ] [sig       ] [1025/3576] Completed EAF in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:56.381132] [INFO ] [sig       ] [1026/3576] Forecasting EAI...
[2025-12-17T20:20:56.381161] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-17T20:20:56.381191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-17T20:20:56.392830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-17T20:20:56.393272] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-17T20:20:56.394067] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-17T20:20:56.394292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:56.394323] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:56.394350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:56.394405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:56.449211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:56.449844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:56.449919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:56.449950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:56.561174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:56.561326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:56.561365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:56.561393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:56.564667] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-17T20:20:56.564933] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-17T20:20:56.565053] [INFO ] [sig       ] EAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:56.703676] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EAI.txt
[2025-12-17T20:20:56.703792] [INFO ] [sig       ] [1026/3576] Completed EAI in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:56.703856] [INFO ] [sig       ] [1027/3576] Forecasting EARN...
[2025-12-17T20:20:56.703886] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-17T20:20:56.703916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-17T20:20:56.715330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-17T20:20:56.715610] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-17T20:20:56.716334] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-17T20:20:56.716385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:56.716415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:56.716442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:56.716497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:56.772152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:56.772772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:56.772849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:56.772881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:56.895724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:56.895983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:56.896026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:56.896055] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:56.899428] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-17T20:20:56.899712] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-17T20:20:56.899842] [INFO ] [sig       ] EARN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:57.034930] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EARN.txt
[2025-12-17T20:20:57.035049] [INFO ] [sig       ] [1027/3576] Completed EARN in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:57.035085] [INFO ] [sig       ] [1028/3576] Forecasting EB...
[2025-12-17T20:20:57.035113] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-17T20:20:57.035142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-17T20:20:57.046289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-17T20:20:57.046562] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-17T20:20:57.047310] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-17T20:20:57.047361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:57.047392] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:57.047419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:57.047475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:57.110163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:57.111171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:57.111276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:57.111326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:57.244054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:57.244211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:57.244253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:57.244296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:57.247642] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-17T20:20:57.247944] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-17T20:20:57.248071] [INFO ] [sig       ] EB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:57.388037] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EB.txt
[2025-12-17T20:20:57.388187] [INFO ] [sig       ] [1028/3576] Completed EB in 0.4s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:57.388228] [INFO ] [sig       ] [1029/3576] Forecasting EBAY...
[2025-12-17T20:20:57.388257] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-17T20:20:57.388287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-17T20:20:57.400387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-17T20:20:57.400759] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-17T20:20:57.401515] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-17T20:20:57.401565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:57.401615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:57.401643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:57.401699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:57.456752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:57.457625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:57.457709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:57.457741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:57.582294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:57.582480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:57.582521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:57.582549] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:57.585988] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=58.47%)
[2025-12-17T20:20:57.586258] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-17T20:20:57.586394] [INFO ] [sig       ] EBAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:57.728650] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EBAY.txt
[2025-12-17T20:20:57.728798] [INFO ] [sig       ] [1029/3576] Completed EBAY in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:57.728846] [INFO ] [sig       ] [1030/3576] Forecasting EBC...
[2025-12-17T20:20:57.728898] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-17T20:20:57.728935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-17T20:20:57.741012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-17T20:20:57.741270] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-17T20:20:57.742022] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-17T20:20:57.742074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:57.742105] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:57.742165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:57.742223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:57.797724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:57.798307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:57.798382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:57.798423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:57.918770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:57.918952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:57.918993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:57.919021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:57.922323] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-17T20:20:57.922609] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-17T20:20:57.922734] [INFO ] [sig       ] EBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:58.060467] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EBC.txt
[2025-12-17T20:20:58.060642] [INFO ] [sig       ] [1030/3576] Completed EBC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:58.060689] [INFO ] [sig       ] [1031/3576] Forecasting EBF...
[2025-12-17T20:20:58.060719] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-17T20:20:58.060750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-17T20:20:58.072795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-17T20:20:58.073181] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-17T20:20:58.074030] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-17T20:20:58.074081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:58.074112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:58.074138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:58.074193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:58.129751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:58.130615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:58.130698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:58.130730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:58.250677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:58.250830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:58.250874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:58.250903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:58.254200] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=67.48%)
[2025-12-17T20:20:58.254483] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-17T20:20:58.254628] [INFO ] [sig       ] EBF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:58.397773] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EBF.txt
[2025-12-17T20:20:58.397936] [INFO ] [sig       ] [1031/3576] Completed EBF in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-17T20:20:58.397976] [INFO ] [sig       ] [1032/3576] Forecasting EBON...
[2025-12-17T20:20:58.398006] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-17T20:20:58.398036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-17T20:20:58.409414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-17T20:20:58.409803] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-17T20:20:58.410548] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-17T20:20:58.410618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:58.410650] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:58.410678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:58.410744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:58.465855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:58.466728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:58.466809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:58.466841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:58.566231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:58.566386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:58.566426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:58.566454] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:58.569771] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-17T20:20:58.570044] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-17T20:20:58.570169] [INFO ] [sig       ] EBON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:58.709422] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EBON.txt
[2025-12-17T20:20:58.709590] [INFO ] [sig       ] [1032/3576] Completed EBON in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:20:58.709630] [INFO ] [sig       ] [1033/3576] Forecasting EBS...
[2025-12-17T20:20:58.709661] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-17T20:20:58.709691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-17T20:20:58.721456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-17T20:20:58.721821] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-17T20:20:58.722616] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-17T20:20:58.722666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:58.722697] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:58.722724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:58.722779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:58.779809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:58.780654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:58.780732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:58.780765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:58.900642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:58.900802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:58.900842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:58.900871] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:58.904248] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-17T20:20:58.904532] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-17T20:20:58.904677] [INFO ] [sig       ] EBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:59.046075] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EBS.txt
[2025-12-17T20:20:59.046247] [INFO ] [sig       ] [1033/3576] Completed EBS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:20:59.046288] [INFO ] [sig       ] [1034/3576] Forecasting EC...
[2025-12-17T20:20:59.046317] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-17T20:20:59.046347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-17T20:20:59.057900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-17T20:20:59.058228] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-17T20:20:59.059021] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-17T20:20:59.059081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:59.059112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:59.059139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:59.059194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:59.114009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:59.114598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:59.114673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:59.114703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:59.234511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:59.234676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:59.234716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:59.234745] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:59.237994] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=24.98%)
[2025-12-17T20:20:59.238261] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-17T20:20:59.238382] [INFO ] [sig       ] EC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:20:59.374301] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EC.txt
[2025-12-17T20:20:59.374419] [INFO ] [sig       ] [1034/3576] Completed EC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:20:59.374455] [INFO ] [sig       ] [1035/3576] Forecasting ECC...
[2025-12-17T20:20:59.374484] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-17T20:20:59.374513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-17T20:20:59.386275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-17T20:20:59.386546] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-17T20:20:59.387298] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-17T20:20:59.387349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:59.387380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:59.387407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:59.387462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:59.442037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:59.442658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:59.442736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:59.442767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:59.557247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:59.557383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:59.557422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:59.557449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:59.560715] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-17T20:20:59.560986] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-17T20:20:59.561107] [INFO ] [sig       ] ECC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:20:59.698095] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ECC.txt
[2025-12-17T20:20:59.698211] [INFO ] [sig       ] [1035/3576] Completed ECC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:20:59.698248] [INFO ] [sig       ] [1036/3576] Forecasting ECL...
[2025-12-17T20:20:59.698276] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-17T20:20:59.698306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-17T20:20:59.709530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-17T20:20:59.709826] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-17T20:20:59.710565] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-17T20:20:59.710640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:20:59.710673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:20:59.710699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:20:59.710754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:20:59.769807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:20:59.770803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:20:59.770887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:20:59.770927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:20:59.889647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:20:59.889785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:20:59.889824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:20:59.889852] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:20:59.893158] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-17T20:20:59.893423] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-17T20:20:59.893545] [INFO ] [sig       ] ECL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:00.031349] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ECL.txt
[2025-12-17T20:21:00.031502] [INFO ] [sig       ] [1036/3576] Completed ECL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:21:00.031543] [INFO ] [sig       ] [1037/3576] Forecasting ECPG...
[2025-12-17T20:21:00.031589] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-17T20:21:00.031623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-17T20:21:00.043626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-17T20:21:00.043960] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-17T20:21:00.044741] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-17T20:21:00.044792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:00.044822] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:00.044849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:00.044909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:00.100680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:00.101449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:00.101536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:00.101568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:00.217324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:00.217435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:00.217474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:00.217503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:00.220833] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=66.81%)
[2025-12-17T20:21:00.221108] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-17T20:21:00.221232] [INFO ] [sig       ] ECPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:00.358806] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ECPG.txt
[2025-12-17T20:21:00.358971] [INFO ] [sig       ] [1037/3576] Completed ECPG in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:21:00.359012] [INFO ] [sig       ] [1038/3576] Forecasting ECX...
[2025-12-17T20:21:00.359042] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-17T20:21:00.359072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-17T20:21:00.369933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-17T20:21:00.370253] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-17T20:21:00.371026] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-17T20:21:00.371076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:00.371106] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:00.371133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:00.371190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:00.427080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:00.427901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:00.427985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:00.428018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:00.550430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:00.550553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:00.550608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:00.550638] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:00.554062] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-17T20:21:00.554337] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-17T20:21:00.554463] [INFO ] [sig       ] ECX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:00.694728] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ECX.txt
[2025-12-17T20:21:00.694862] [INFO ] [sig       ] [1038/3576] Completed ECX in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:21:00.694900] [INFO ] [sig       ] [1039/3576] Forecasting ED...
[2025-12-17T20:21:00.694935] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-17T20:21:00.694967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-17T20:21:00.705901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-17T20:21:00.706219] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-17T20:21:00.706995] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-17T20:21:00.707045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:00.707077] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:00.707104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:00.707159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:00.763061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:00.763829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:00.763910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:00.763942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:00.886058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:00.886221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:00.886262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:00.886289] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:00.890971] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=34.62%)
[2025-12-17T20:21:00.891394] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-17T20:21:00.891547] [INFO ] [sig       ] ED: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:01.039957] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ED.txt
[2025-12-17T20:21:01.040106] [INFO ] [sig       ] [1039/3576] Completed ED in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:21:01.040145] [INFO ] [sig       ] [1040/3576] Forecasting EDAP...
[2025-12-17T20:21:01.040173] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-17T20:21:01.040203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-17T20:21:01.050763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-17T20:21:01.051042] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-17T20:21:01.051847] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-17T20:21:01.051899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:01.051932] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:01.051959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:01.052016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:01.112125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:01.112839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:01.112919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:01.112952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:01.232288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:01.232459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:01.232498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:01.232526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:01.236177] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-17T20:21:01.236445] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-17T20:21:01.236588] [INFO ] [sig       ] EDAP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:01.376037] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EDAP.txt
[2025-12-17T20:21:01.376393] [INFO ] [sig       ] [1040/3576] Completed EDAP in 0.3s | 2.92 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-17T20:21:01.376435] [INFO ] [sig       ] [1041/3576] Forecasting EDBL...
[2025-12-17T20:21:01.376464] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-17T20:21:01.376495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-17T20:21:01.387884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-17T20:21:01.388406] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-17T20:21:01.389204] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-17T20:21:01.389254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:01.389285] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:01.389310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:01.389365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:01.444640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:01.445367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:01.445445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:01.445477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:01.567092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:01.567250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:01.567305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:01.567335] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:01.571001] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2025-12-17T20:21:01.571271] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-17T20:21:01.571394] [INFO ] [sig       ] EDBL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:01.711694] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EDBL.txt
[2025-12-17T20:21:01.711848] [INFO ] [sig       ] [1041/3576] Completed EDBL in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:01.711889] [INFO ] [sig       ] [1042/3576] Forecasting EDD...
[2025-12-17T20:21:01.711918] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-17T20:21:01.711948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-17T20:21:01.724003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-17T20:21:01.724404] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-17T20:21:01.725263] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-17T20:21:01.725317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:01.725349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:01.725377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:01.725433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:01.784751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:01.785845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:01.785936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:01.785972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:01.917451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:01.917631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:01.917679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:01.917711] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:01.921768] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-17T20:21:01.922057] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-17T20:21:01.922364] [INFO ] [sig       ] EDD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:02.060119] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EDD.txt
[2025-12-17T20:21:02.060270] [INFO ] [sig       ] [1042/3576] Completed EDD in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:02.060308] [INFO ] [sig       ] [1043/3576] Forecasting EDF...
[2025-12-17T20:21:02.060338] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-17T20:21:02.060368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-17T20:21:02.072296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-17T20:21:02.072665] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-17T20:21:02.073463] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-17T20:21:02.073516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:02.073547] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:02.073601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:02.073661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:02.131756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:02.132861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:02.132950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:02.132982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:02.255236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:02.255389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:02.255428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:02.255458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:02.258926] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-12-17T20:21:02.259218] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-17T20:21:02.259377] [INFO ] [sig       ] EDF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:02.403016] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EDF.txt
[2025-12-17T20:21:02.403147] [INFO ] [sig       ] [1043/3576] Completed EDF in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:02.403211] [INFO ] [sig       ] [1044/3576] Forecasting EDN...
[2025-12-17T20:21:02.403241] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-17T20:21:02.403271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-17T20:21:02.415013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-17T20:21:02.415353] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-17T20:21:02.416162] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-17T20:21:02.416215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:02.416247] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:02.416275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:02.416338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:02.475815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:02.476688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:02.476772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:02.476817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:02.601126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:02.601311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:02.601359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:02.601391] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:02.605163] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-17T20:21:02.605456] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-17T20:21:02.605606] [INFO ] [sig       ] EDN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:02.750529] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EDN.txt
[2025-12-17T20:21:02.750700] [INFO ] [sig       ] [1044/3576] Completed EDN in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:02.750741] [INFO ] [sig       ] [1045/3576] Forecasting EE...
[2025-12-17T20:21:02.750772] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-17T20:21:02.750804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-17T20:21:02.767060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-17T20:21:02.767609] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-17T20:21:02.768775] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-17T20:21:02.768843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:02.768937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:02.768990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:02.769078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:02.844102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:02.845004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:02.845091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:02.845124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:02.967550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:02.967766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:02.967808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:02.967838] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:02.971379] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2025-12-17T20:21:02.971703] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-17T20:21:02.971834] [INFO ] [sig       ] EE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:03.111276] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EE.txt
[2025-12-17T20:21:03.111432] [INFO ] [sig       ] [1045/3576] Completed EE in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:03.111471] [INFO ] [sig       ] [1046/3576] Forecasting EEMA...
[2025-12-17T20:21:03.111501] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-17T20:21:03.111530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-17T20:21:03.122813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-17T20:21:03.123206] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-17T20:21:03.124005] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-17T20:21:03.124057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:03.124087] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:03.124113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:03.124167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:03.181733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:03.182597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:03.182679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:03.182711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:03.300487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:03.300670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:03.300738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:03.300780] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:03.304282] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=82.15%)
[2025-12-17T20:21:03.304611] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-17T20:21:03.304752] [INFO ] [sig       ] EEMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:03.444075] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EEMA.txt
[2025-12-17T20:21:03.444226] [INFO ] [sig       ] [1046/3576] Completed EEMA in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:03.444266] [INFO ] [sig       ] [1047/3576] Forecasting EEX...
[2025-12-17T20:21:03.444295] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-17T20:21:03.444327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-17T20:21:03.456358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-17T20:21:03.456662] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-17T20:21:03.457423] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-17T20:21:03.457473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:03.457503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:03.457555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:03.457632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:03.514984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:03.515872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:03.515957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:03.515990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:03.638158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:03.638310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:03.638350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:03.638380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:03.642045] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=47.82%)
[2025-12-17T20:21:03.642334] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-17T20:21:03.642462] [INFO ] [sig       ] EEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:03.855083] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EEX.txt
[2025-12-17T20:21:03.855236] [INFO ] [sig       ] [1047/3576] Completed EEX in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:03.855276] [INFO ] [sig       ] [1048/3576] Forecasting EFC...
[2025-12-17T20:21:03.855306] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-17T20:21:03.855336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-17T20:21:03.867232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-17T20:21:03.867545] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-17T20:21:03.868352] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-17T20:21:03.868403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:03.868434] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:03.868461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:03.868517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:03.925487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:03.926324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:03.926406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:03.926439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:04.044272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:04.044429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:04.044472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:04.044503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:04.048350] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-17T20:21:04.048661] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-17T20:21:04.048795] [INFO ] [sig       ] EFC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:04.194842] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EFC.txt
[2025-12-17T20:21:04.195012] [INFO ] [sig       ] [1048/3576] Completed EFC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:04.195054] [INFO ] [sig       ] [1049/3576] Forecasting EFSC...
[2025-12-17T20:21:04.195093] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-17T20:21:04.195124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-17T20:21:04.206639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-17T20:21:04.206928] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-17T20:21:04.207707] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-17T20:21:04.207757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:04.207789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:04.207816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:04.207872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:04.265010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:04.265715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:04.265793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:04.265832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:04.382598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:04.382755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:04.382796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:04.382824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:04.386461] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-17T20:21:04.386788] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-17T20:21:04.386922] [INFO ] [sig       ] EFSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:04.527364] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EFSC.txt
[2025-12-17T20:21:04.527515] [INFO ] [sig       ] [1049/3576] Completed EFSC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-17T20:21:04.527555] [INFO ] [sig       ] [1050/3576] Forecasting EFX...
[2025-12-17T20:21:04.527620] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-17T20:21:04.527675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-17T20:21:04.540336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-17T20:21:04.540731] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-17T20:21:04.541499] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-17T20:21:04.541552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:04.541604] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:04.541634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:04.541703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:04.599490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:04.600379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:04.600463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:04.600498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:04.720752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:04.720900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:04.720939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:04.720967] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:04.724362] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-17T20:21:04.724653] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-17T20:21:04.724777] [INFO ] [sig       ] EFX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:04.864018] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EFX.txt
[2025-12-17T20:21:04.864167] [INFO ] [sig       ] [1050/3576] Completed EFX in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:04.864205] [INFO ] [sig       ] [1051/3576] Forecasting EG...
[2025-12-17T20:21:04.864234] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-17T20:21:04.864266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-17T20:21:04.877977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-17T20:21:04.878648] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-17T20:21:04.879689] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-17T20:21:04.879755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:04.879800] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:04.879831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:04.879888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:04.938981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:04.939901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:04.939999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:04.940040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:05.061471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:05.061630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:05.061673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:05.061704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:05.065188] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=53.80%)
[2025-12-17T20:21:05.065478] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-17T20:21:05.065625] [INFO ] [sig       ] EG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:05.204098] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EG.txt
[2025-12-17T20:21:05.204234] [INFO ] [sig       ] [1051/3576] Completed EG in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:05.204273] [INFO ] [sig       ] [1052/3576] Forecasting EGAN...
[2025-12-17T20:21:05.204305] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-17T20:21:05.204337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-17T20:21:05.215244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-17T20:21:05.215549] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-17T20:21:05.216339] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-17T20:21:05.216392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:05.216423] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:05.216450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:05.216506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:05.272856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:05.273565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:05.273667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:05.273701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:05.392429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:05.392593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:05.392636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:05.392681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:05.396008] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=77.85%)
[2025-12-17T20:21:05.396283] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-17T20:21:05.396411] [INFO ] [sig       ] EGAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:05.535384] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EGAN.txt
[2025-12-17T20:21:05.535509] [INFO ] [sig       ] [1052/3576] Completed EGAN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:05.535547] [INFO ] [sig       ] [1053/3576] Forecasting EGBN...
[2025-12-17T20:21:05.535593] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-17T20:21:05.535626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-17T20:21:05.546869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-17T20:21:05.547187] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-17T20:21:05.547956] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-17T20:21:05.548007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:05.548040] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:05.548068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:05.548122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:05.605956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:05.606793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:05.606873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:05.606907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:05.727602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:05.727774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:05.727814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:05.727842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:05.732109] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-17T20:21:05.732500] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-17T20:21:05.732679] [INFO ] [sig       ] EGBN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:05.870756] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EGBN.txt
[2025-12-17T20:21:05.870886] [INFO ] [sig       ] [1053/3576] Completed EGBN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:05.870924] [INFO ] [sig       ] [1054/3576] Forecasting EGP...
[2025-12-17T20:21:05.870953] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-17T20:21:05.870985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-17T20:21:05.882339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-17T20:21:05.882653] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-17T20:21:05.883396] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-17T20:21:05.883447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:05.883479] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:05.883505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:05.883562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:05.939715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:05.940337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:05.940416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:05.940448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:06.059936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:06.060094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:06.060142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:06.060179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:06.063515] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-17T20:21:06.063806] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-17T20:21:06.063942] [INFO ] [sig       ] EGP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:06.200597] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EGP.txt
[2025-12-17T20:21:06.200716] [INFO ] [sig       ] [1054/3576] Completed EGP in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:06.200753] [INFO ] [sig       ] [1055/3576] Forecasting EGY...
[2025-12-17T20:21:06.200782] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-17T20:21:06.200811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-17T20:21:06.211857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-17T20:21:06.212139] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-17T20:21:06.212910] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-17T20:21:06.212961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:06.212992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:06.213019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:06.213076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:06.269850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:06.270700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:06.270781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:06.270813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:06.389628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:06.389775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:06.389813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:06.389842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:06.393283] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-17T20:21:06.393556] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-17T20:21:06.393702] [INFO ] [sig       ] EGY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:06.536360] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EGY.txt
[2025-12-17T20:21:06.536519] [INFO ] [sig       ] [1055/3576] Completed EGY in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:06.536558] [INFO ] [sig       ] [1056/3576] Forecasting EH...
[2025-12-17T20:21:06.536609] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-17T20:21:06.536640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-17T20:21:06.549191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-17T20:21:06.549496] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-17T20:21:06.550259] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-17T20:21:06.550311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:06.550342] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:06.550369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:06.550436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:06.607617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:06.608470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:06.608557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:06.608610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:06.728532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:06.728693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:06.728733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:06.728761] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:06.732036] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-17T20:21:06.732306] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-17T20:21:06.732425] [INFO ] [sig       ] EH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:06.871546] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EH.txt
[2025-12-17T20:21:06.871720] [INFO ] [sig       ] [1056/3576] Completed EH in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:06.871759] [INFO ] [sig       ] [1057/3576] Forecasting EHAB...
[2025-12-17T20:21:06.871788] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-17T20:21:06.871819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-17T20:21:06.882975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-17T20:21:06.883259] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-17T20:21:06.884024] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-17T20:21:06.884075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:06.884106] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:06.884133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:06.884189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:06.939127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:06.939745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:06.939821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:06.939879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:07.063725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:07.063873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:07.063912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:07.063941] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:07.067195] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-17T20:21:07.067457] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-17T20:21:07.067595] [INFO ] [sig       ] EHAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:07.207105] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EHAB.txt
[2025-12-17T20:21:07.207252] [INFO ] [sig       ] [1057/3576] Completed EHAB in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:07.207290] [INFO ] [sig       ] [1058/3576] Forecasting EHC...
[2025-12-17T20:21:07.207319] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-17T20:21:07.207351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-17T20:21:07.220167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-17T20:21:07.220439] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-17T20:21:07.221291] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-17T20:21:07.221353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:07.221385] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:07.221411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:07.221467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:07.277872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:07.278515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:07.278610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:07.278644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:07.395286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:07.395440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:07.395479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:07.395507] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:07.398759] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-17T20:21:07.399044] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-17T20:21:07.399180] [INFO ] [sig       ] EHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:07.536105] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EHC.txt
[2025-12-17T20:21:07.536240] [INFO ] [sig       ] [1058/3576] Completed EHC in 0.3s | 2.92 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-17T20:21:07.536280] [INFO ] [sig       ] [1059/3576] Forecasting EHI...
[2025-12-17T20:21:07.536309] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-17T20:21:07.536339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-17T20:21:07.548391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-17T20:21:07.548711] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-17T20:21:07.549474] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-17T20:21:07.549525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:07.549556] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:07.549604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:07.549661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:07.606228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:07.607072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:07.607150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:07.607183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:07.724645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:07.724793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:07.724832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:07.724859] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:07.728150] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=88.58%)
[2025-12-17T20:21:07.728452] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-17T20:21:07.728604] [INFO ] [sig       ] EHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:07.871412] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EHI.txt
[2025-12-17T20:21:07.871542] [INFO ] [sig       ] [1059/3576] Completed EHI in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:07.871597] [INFO ] [sig       ] [1060/3576] Forecasting EHTH...
[2025-12-17T20:21:07.871630] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-17T20:21:07.871660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-17T20:21:07.882783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-17T20:21:07.883105] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-17T20:21:07.883894] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-17T20:21:07.883945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:07.883976] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:07.884004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:07.884059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:07.940211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:07.940816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:07.940892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:07.940923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:08.060634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:08.060795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:08.060834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:08.060863] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:08.064864] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-17T20:21:08.065140] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-17T20:21:08.065266] [INFO ] [sig       ] EHTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:08.205503] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EHTH.txt
[2025-12-17T20:21:08.205683] [INFO ] [sig       ] [1060/3576] Completed EHTH in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:08.205725] [INFO ] [sig       ] [1061/3576] Forecasting EIC...
[2025-12-17T20:21:08.205755] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-17T20:21:08.205785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-17T20:21:08.217071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-17T20:21:08.217356] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-17T20:21:08.218115] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-17T20:21:08.218168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:08.218199] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:08.218226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:08.218281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:08.276089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:08.277014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:08.277094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:08.277131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:08.394369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:08.394519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:08.394558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:08.394604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:08.397870] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-17T20:21:08.398136] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-17T20:21:08.398256] [INFO ] [sig       ] EIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:08.539746] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EIC.txt
[2025-12-17T20:21:08.539882] [INFO ] [sig       ] [1061/3576] Completed EIC in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:08.539928] [INFO ] [sig       ] [1062/3576] Forecasting EIG...
[2025-12-17T20:21:08.539957] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-17T20:21:08.539989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-17T20:21:08.551368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-17T20:21:08.551653] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-17T20:21:08.552387] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-17T20:21:08.552437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:08.552468] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:08.552494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:08.552549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:08.610673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:08.611558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:08.611657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:08.611691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:08.731090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:08.731256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:08.731296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:08.731324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:08.735130] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-17T20:21:08.735440] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-17T20:21:08.735568] [INFO ] [sig       ] EIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:08.875001] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EIG.txt
[2025-12-17T20:21:08.875125] [INFO ] [sig       ] [1062/3576] Completed EIG in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:08.875166] [INFO ] [sig       ] [1063/3576] Forecasting EIX...
[2025-12-17T20:21:08.875196] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-17T20:21:08.875226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-17T20:21:08.886450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-17T20:21:08.886791] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-17T20:21:08.887593] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-17T20:21:08.887645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:08.887677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:08.887702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:08.887757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:08.944076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:08.944749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:08.944825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:08.944856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:09.067115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:09.067286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:09.067329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:09.067359] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:09.070822] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2025-12-17T20:21:09.071114] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-17T20:21:09.071283] [INFO ] [sig       ] EIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:09.215236] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EIX.txt
[2025-12-17T20:21:09.215383] [INFO ] [sig       ] [1063/3576] Completed EIX in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:09.215421] [INFO ] [sig       ] [1064/3576] Forecasting EL...
[2025-12-17T20:21:09.215451] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-17T20:21:09.215483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-17T20:21:09.226838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-17T20:21:09.227144] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-17T20:21:09.227898] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-17T20:21:09.227948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:09.228004] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:09.228032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:09.228089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:09.282477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:09.283113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:09.283188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:09.283220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:09.408938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:09.409100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:09.409141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:09.409171] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:09.412505] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-17T20:21:09.412799] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-17T20:21:09.412930] [INFO ] [sig       ] EL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:09.550859] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EL.txt
[2025-12-17T20:21:09.550990] [INFO ] [sig       ] [1064/3576] Completed EL in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:09.551029] [INFO ] [sig       ] [1065/3576] Forecasting ELAB...
[2025-12-17T20:21:09.551057] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-17T20:21:09.551087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-17T20:21:09.562323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-17T20:21:09.562636] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-17T20:21:09.563380] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-17T20:21:09.563431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:09.563461] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:09.563487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:09.563541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:09.620983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:09.621911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:09.621996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:09.622030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:09.745900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:09.746053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:09.746109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:09.746139] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:09.749473] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-17T20:21:09.749767] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-17T20:21:09.749895] [INFO ] [sig       ] ELAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:09.892607] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ELAB.txt
[2025-12-17T20:21:09.892765] [INFO ] [sig       ] [1065/3576] Completed ELAB in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-17T20:21:09.892806] [INFO ] [sig       ] [1066/3576] Forecasting ELAN...
[2025-12-17T20:21:09.892834] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-17T20:21:09.892863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-17T20:21:09.904819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-17T20:21:09.905175] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-17T20:21:09.905945] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-17T20:21:09.905996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:09.906027] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:09.906053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:09.906107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:09.982155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:09.983064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:09.983149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:09.983184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:10.110333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:10.110486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:10.110525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:10.110553] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:10.114063] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-17T20:21:10.114358] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-17T20:21:10.114488] [INFO ] [sig       ] ELAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:10.253129] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELAN.txt
[2025-12-17T20:21:10.253260] [INFO ] [sig       ] [1066/3576] Completed ELAN in 0.4s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:10.253299] [INFO ] [sig       ] [1067/3576] Forecasting ELC...
[2025-12-17T20:21:10.253329] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-17T20:21:10.253360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-17T20:21:10.266921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-17T20:21:10.267349] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-17T20:21:10.268200] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-17T20:21:10.268253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:10.268284] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:10.268310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:10.268366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:10.325193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:10.326074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:10.326172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:10.326205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:10.439457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:10.439630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:10.439672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:10.439741] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:10.443182] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-17T20:21:10.443466] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-17T20:21:10.443622] [INFO ] [sig       ] ELC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:10.584420] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELC.txt
[2025-12-17T20:21:10.584590] [INFO ] [sig       ] [1067/3576] Completed ELC in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:10.584631] [INFO ] [sig       ] [1068/3576] Forecasting ELDN...
[2025-12-17T20:21:10.584661] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-17T20:21:10.584692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-17T20:21:10.596409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-17T20:21:10.596802] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-17T20:21:10.597599] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-17T20:21:10.597651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:10.597682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:10.597708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:10.597764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:10.653263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:10.654115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:10.654211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:10.654250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:10.771737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:10.771890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:10.771930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:10.771958] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:10.775402] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-17T20:21:10.775740] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-17T20:21:10.775879] [INFO ] [sig       ] ELDN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:10.922043] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ELDN.txt
[2025-12-17T20:21:10.922242] [INFO ] [sig       ] [1068/3576] Completed ELDN in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:10.922289] [INFO ] [sig       ] [1069/3576] Forecasting ELF...
[2025-12-17T20:21:10.922325] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-17T20:21:10.922362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-17T20:21:10.937331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-17T20:21:10.937796] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-17T20:21:10.938743] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-17T20:21:10.938802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:10.938873] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:10.938911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:10.938990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:10.997588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:10.998475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:10.998566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:10.998622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:11.128493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:11.128666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:11.128707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:11.128736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:11.132518] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-17T20:21:11.132889] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-17T20:21:11.133052] [INFO ] [sig       ] ELF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:11.284075] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELF.txt
[2025-12-17T20:21:11.284243] [INFO ] [sig       ] [1069/3576] Completed ELF in 0.4s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:11.284285] [INFO ] [sig       ] [1070/3576] Forecasting ELME...
[2025-12-17T20:21:11.284314] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-17T20:21:11.284344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-17T20:21:11.296552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-17T20:21:11.296937] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-17T20:21:11.297827] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-17T20:21:11.297890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:11.297929] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:11.297957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:11.298014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:11.357927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:11.358800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:11.358917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:11.358954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:11.477445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:11.477617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:11.477660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:11.477687] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:11.481009] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-12-17T20:21:11.481288] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-17T20:21:11.481414] [INFO ] [sig       ] ELME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:11.618601] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELME.txt
[2025-12-17T20:21:11.618761] [INFO ] [sig       ] [1070/3576] Completed ELME in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:11.618803] [INFO ] [sig       ] [1071/3576] Forecasting ELP...
[2025-12-17T20:21:11.618832] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-17T20:21:11.618878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-17T20:21:11.631484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-17T20:21:11.631917] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-17T20:21:11.632920] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-17T20:21:11.632971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:11.633002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:11.633028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:11.633082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:11.691014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:11.691883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:11.691965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:11.691997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:11.811854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:11.812002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:11.812040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:11.812068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:11.815406] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2025-12-17T20:21:11.815690] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-17T20:21:11.815812] [INFO ] [sig       ] ELP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:11.952556] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELP.txt
[2025-12-17T20:21:11.952686] [INFO ] [sig       ] [1071/3576] Completed ELP in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:11.952724] [INFO ] [sig       ] [1072/3576] Forecasting ELS...
[2025-12-17T20:21:11.952752] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-17T20:21:11.952781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-17T20:21:11.971468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-17T20:21:11.971761] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-17T20:21:11.972503] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-17T20:21:11.972554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:11.972603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:11.972631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:11.972686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:12.027564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:12.028426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:12.028509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:12.028542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:12.143895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:12.144049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:12.144087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:12.144116] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:12.147414] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-12-17T20:21:12.147708] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-17T20:21:12.147834] [INFO ] [sig       ] ELS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:12.288129] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELS.txt
[2025-12-17T20:21:12.288251] [INFO ] [sig       ] [1072/3576] Completed ELS in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:12.288289] [INFO ] [sig       ] [1073/3576] Forecasting ELTX...
[2025-12-17T20:21:12.288323] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-17T20:21:12.288353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-17T20:21:12.299188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-17T20:21:12.299497] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-17T20:21:12.300288] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-17T20:21:12.300341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:12.300373] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:12.300400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:12.300456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:12.355983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:12.356827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:12.356904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:12.356936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:12.473692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:12.473847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:12.473886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:12.473915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:12.477195] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-17T20:21:12.477458] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-17T20:21:12.477597] [INFO ] [sig       ] ELTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:12.616379] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ELTX.txt
[2025-12-17T20:21:12.616509] [INFO ] [sig       ] [1073/3576] Completed ELTX in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:12.616549] [INFO ] [sig       ] [1074/3576] Forecasting ELVA...
[2025-12-17T20:21:12.616599] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-17T20:21:12.616633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-17T20:21:12.627516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-17T20:21:12.627829] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-17T20:21:12.628563] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-17T20:21:12.628631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:12.628662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:12.628690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:12.628746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:12.685019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:12.685889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:12.686014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:12.686048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:12.801993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:12.802148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:12.802189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:12.802219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:12.805587] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-17T20:21:12.805892] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-17T20:21:12.806026] [INFO ] [sig       ] ELVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:12.960628] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELVA.txt
[2025-12-17T20:21:12.960826] [INFO ] [sig       ] [1074/3576] Completed ELVA in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:12.960885] [INFO ] [sig       ] [1075/3576] Forecasting ELVN...
[2025-12-17T20:21:12.960932] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-17T20:21:12.960980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-17T20:21:12.974124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-17T20:21:12.974512] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-17T20:21:12.975418] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-17T20:21:12.975480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:12.975512] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:12.975538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:12.975616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:13.033218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:13.034075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:13.034161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:13.034195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:13.152681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:13.152838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:13.152879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:13.152908] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:13.156326] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-17T20:21:13.156631] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-17T20:21:13.156766] [INFO ] [sig       ] ELVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:13.305033] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ELVN.txt
[2025-12-17T20:21:13.305169] [INFO ] [sig       ] [1075/3576] Completed ELVN in 0.3s | 2.92 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-17T20:21:13.305209] [INFO ] [sig       ] [1076/3576] Forecasting ELWS...
[2025-12-17T20:21:13.305238] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-17T20:21:13.305268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-17T20:21:13.316480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-17T20:21:13.316879] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-17T20:21:13.317706] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-17T20:21:13.317759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:13.317791] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:13.317817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:13.317873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:13.375225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:13.376092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:13.376179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:13.376213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:13.489134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:13.489284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:13.489323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:13.489369] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:13.492796] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=42.92%)
[2025-12-17T20:21:13.493079] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-17T20:21:13.493213] [INFO ] [sig       ] ELWS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:13.638393] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ELWS.txt
[2025-12-17T20:21:13.638541] [INFO ] [sig       ] [1076/3576] Completed ELWS in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:13.638598] [INFO ] [sig       ] [1077/3576] Forecasting EM...
[2025-12-17T20:21:13.638631] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-17T20:21:13.638661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-17T20:21:13.650270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-17T20:21:13.650613] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-17T20:21:13.651448] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-17T20:21:13.651501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:13.651533] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:13.651561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:13.651643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:13.710486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:13.711360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:13.711444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:13.711476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:13.826927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:13.827078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:13.827118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:13.827147] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:13.830470] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=79.06%)
[2025-12-17T20:21:13.830752] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-17T20:21:13.830874] [INFO ] [sig       ] EM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:13.970879] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EM.txt
[2025-12-17T20:21:13.971058] [INFO ] [sig       ] [1077/3576] Completed EM in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:13.971104] [INFO ] [sig       ] [1078/3576] Forecasting EMB...
[2025-12-17T20:21:13.971144] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-17T20:21:13.971184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-17T20:21:13.983674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-17T20:21:13.984062] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-17T20:21:13.984934] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-17T20:21:13.984988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:13.985021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:13.985050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:13.985107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:14.043634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:14.044514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:14.044622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:14.044659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:14.166000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:14.166149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:14.166188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:14.166216] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:14.169679] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-17T20:21:14.169943] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-17T20:21:14.170063] [INFO ] [sig       ] EMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:14.311477] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EMB.txt
[2025-12-17T20:21:14.311647] [INFO ] [sig       ] [1078/3576] Completed EMB in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:14.311690] [INFO ] [sig       ] [1079/3576] Forecasting EMBC...
[2025-12-17T20:21:14.311718] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-17T20:21:14.311750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-17T20:21:14.323798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-17T20:21:14.324170] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-17T20:21:14.324969] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-17T20:21:14.325023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:14.325054] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:14.325082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:14.325139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:14.382740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:14.383610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:14.383697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:14.383731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:14.505114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:14.505270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:14.505312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:14.505341] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:14.508681] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-17T20:21:14.508980] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-17T20:21:14.509110] [INFO ] [sig       ] EMBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:14.653269] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EMBC.txt
[2025-12-17T20:21:14.653435] [INFO ] [sig       ] [1079/3576] Completed EMBC in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:14.653473] [INFO ] [sig       ] [1080/3576] Forecasting EMD...
[2025-12-17T20:21:14.653502] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-17T20:21:14.653532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-17T20:21:14.664860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-17T20:21:14.665228] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-17T20:21:14.666027] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-17T20:21:14.666079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:14.666110] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:14.666137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:14.666204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:14.722187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:14.723032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:14.723112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:14.723144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:14.843407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:14.843562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:14.843624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:14.843653] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:14.847406] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=74.55%)
[2025-12-17T20:21:14.847891] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-17T20:21:14.848019] [INFO ] [sig       ] EMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:14.994265] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EMD.txt
[2025-12-17T20:21:14.994435] [INFO ] [sig       ] [1080/3576] Completed EMD in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:14.994476] [INFO ] [sig       ] [1081/3576] Forecasting EMF...
[2025-12-17T20:21:14.994512] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-17T20:21:14.994558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-17T20:21:15.005707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-17T20:21:15.006075] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-17T20:21:15.006846] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-17T20:21:15.006896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:15.006953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:15.006982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:15.007038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:15.064760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:15.065689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:15.065774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:15.065808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:15.179342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:15.179498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:15.179538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:15.179584] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:15.183009] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-17T20:21:15.183281] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-17T20:21:15.183407] [INFO ] [sig       ] EMF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:15.328021] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EMF.txt
[2025-12-17T20:21:15.328170] [INFO ] [sig       ] [1081/3576] Completed EMF in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:15.328210] [INFO ] [sig       ] [1082/3576] Forecasting EMN...
[2025-12-17T20:21:15.328240] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-17T20:21:15.328271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-17T20:21:15.339775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-17T20:21:15.340081] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-17T20:21:15.340857] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-17T20:21:15.340918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:15.340949] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:15.340976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:15.341031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:15.396432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:15.397296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:15.397380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:15.397412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:15.517408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:15.517563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:15.517620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:15.517649] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:15.521241] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-17T20:21:15.521505] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-17T20:21:15.521647] [INFO ] [sig       ] EMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:15.669910] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EMN.txt
[2025-12-17T20:21:15.670067] [INFO ] [sig       ] [1082/3576] Completed EMN in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-17T20:21:15.670105] [INFO ] [sig       ] [1083/3576] Forecasting EMO...
[2025-12-17T20:21:15.670136] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-17T20:21:15.670170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-17T20:21:15.682046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-17T20:21:15.682412] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-17T20:21:15.683184] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-17T20:21:15.683234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:15.683265] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:15.683295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:15.683352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:15.740497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:15.741351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:15.741437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:15.741470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:15.862206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:15.862369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:15.862411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:15.862439] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:15.866528] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-17T20:21:15.866925] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-17T20:21:15.867069] [INFO ] [sig       ] EMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:16.017399] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EMO.txt
[2025-12-17T20:21:16.017529] [INFO ] [sig       ] [1083/3576] Completed EMO in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:16.017567] [INFO ] [sig       ] [1084/3576] Forecasting EMXC...
[2025-12-17T20:21:16.017619] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-17T20:21:16.017651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-17T20:21:16.030123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-17T20:21:16.030501] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-17T20:21:16.031280] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-17T20:21:16.031332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:16.031363] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:16.031388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:16.031443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:16.093327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:16.094245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:16.094331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:16.094363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:16.216477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:16.216651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:16.216691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:16.216754] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:16.220225] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-17T20:21:16.220506] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-17T20:21:16.220658] [INFO ] [sig       ] EMXC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:16.385733] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EMXC.txt
[2025-12-17T20:21:16.385901] [INFO ] [sig       ] [1084/3576] Completed EMXC in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:16.385942] [INFO ] [sig       ] [1085/3576] Forecasting ENB...
[2025-12-17T20:21:16.385972] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-17T20:21:16.386006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-17T20:21:16.401370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-17T20:21:16.401817] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-17T20:21:16.402907] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-17T20:21:16.402961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:16.402993] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:16.403019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:16.403075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:16.469512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:16.470380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:16.470465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:16.470713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:16.594707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:16.594861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:16.594901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:16.594928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:16.598232] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-17T20:21:16.598506] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-17T20:21:16.598650] [INFO ] [sig       ] ENB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:16.736557] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ENB.txt
[2025-12-17T20:21:16.736730] [INFO ] [sig       ] [1085/3576] Completed ENB in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:16.736775] [INFO ] [sig       ] [1086/3576] Forecasting ENGN...
[2025-12-17T20:21:16.736807] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-17T20:21:16.736837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-17T20:21:16.747925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-17T20:21:16.748262] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-17T20:21:16.749050] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-17T20:21:16.749100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:16.749130] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:16.749155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:16.749211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:16.805093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:16.805972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:16.806056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:16.806089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:16.929240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:16.929403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:16.929458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:16.929499] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:16.932957] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-17T20:21:16.933266] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-17T20:21:16.933404] [INFO ] [sig       ] ENGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:17.086913] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENGN.txt
[2025-12-17T20:21:17.087068] [INFO ] [sig       ] [1086/3576] Completed ENGN in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:17.087108] [INFO ] [sig       ] [1087/3576] Forecasting ENIC...
[2025-12-17T20:21:17.087138] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-17T20:21:17.087172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-17T20:21:17.100242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-17T20:21:17.100749] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-17T20:21:17.101773] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-17T20:21:17.101826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:17.101862] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:17.101902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:17.101976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:17.166097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:17.166992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:17.167080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:17.167113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:17.290929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:17.291086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:17.291126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:17.291157] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:17.294779] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-17T20:21:17.295117] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-17T20:21:17.295252] [INFO ] [sig       ] ENIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:17.437265] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ENIC.txt
[2025-12-17T20:21:17.437438] [INFO ] [sig       ] [1087/3576] Completed ENIC in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:17.437479] [INFO ] [sig       ] [1088/3576] Forecasting ENPH...
[2025-12-17T20:21:17.437510] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-17T20:21:17.437539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-17T20:21:17.449504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-17T20:21:17.449885] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-17T20:21:17.450673] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-17T20:21:17.450724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:17.450756] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:17.450783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:17.450839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:17.507706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:17.508562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:17.508670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:17.508705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:17.625913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:17.626065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:17.626103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:17.626133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:17.629770] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-12-17T20:21:17.630057] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-17T20:21:17.630189] [INFO ] [sig       ] ENPH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:17.773748] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENPH.txt
[2025-12-17T20:21:17.773911] [INFO ] [sig       ] [1088/3576] Completed ENPH in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:17.773952] [INFO ] [sig       ] [1089/3576] Forecasting ENS...
[2025-12-17T20:21:17.773984] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-17T20:21:17.774016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-17T20:21:17.786096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-17T20:21:17.786489] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-17T20:21:17.787457] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-17T20:21:17.787511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:17.787544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:17.787593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:17.787654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:17.847367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:17.848268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:17.848364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:17.848397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:17.965284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:17.965446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:17.965503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:17.965538] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:17.970035] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-17T20:21:17.970531] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-17T20:21:17.970730] [INFO ] [sig       ] ENS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:18.121862] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ENS.txt
[2025-12-17T20:21:18.122018] [INFO ] [sig       ] [1089/3576] Completed ENS in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:18.122060] [INFO ] [sig       ] [1090/3576] Forecasting ENSC...
[2025-12-17T20:21:18.122090] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-17T20:21:18.122122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-17T20:21:18.133699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-17T20:21:18.134119] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-17T20:21:18.135064] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-17T20:21:18.135127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:18.135160] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:18.135187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:18.135243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:18.193798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:18.194678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:18.194762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:18.194794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:18.315268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:18.315429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:18.315469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:18.315497] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:18.318955] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-12-17T20:21:18.319267] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-17T20:21:18.319405] [INFO ] [sig       ] ENSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:18.466700] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ENSC.txt
[2025-12-17T20:21:18.466856] [INFO ] [sig       ] [1090/3576] Completed ENSC in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:18.466895] [INFO ] [sig       ] [1091/3576] Forecasting ENSG...
[2025-12-17T20:21:18.466924] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-17T20:21:18.466956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-17T20:21:18.479626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-17T20:21:18.480022] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-17T20:21:18.480904] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-17T20:21:18.480960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:18.480991] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:18.481019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:18.481079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:18.536259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:18.537126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:18.537301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:18.537351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:18.661382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:18.661754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:18.661796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:18.661824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:18.665399] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-17T20:21:18.665914] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-17T20:21:18.666054] [INFO ] [sig       ] ENSG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:18.806877] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENSG.txt
[2025-12-17T20:21:18.807027] [INFO ] [sig       ] [1091/3576] Completed ENSG in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:18.807065] [INFO ] [sig       ] [1092/3576] Forecasting ENTA...
[2025-12-17T20:21:18.807095] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-17T20:21:18.807127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-17T20:21:18.819673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-17T20:21:18.820017] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-17T20:21:18.820863] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-17T20:21:18.820915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:18.820947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:18.820974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:18.821030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:18.877331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:18.878187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:18.878271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:18.878304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:19.000379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:19.000542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:19.000601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:19.000632] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:19.004004] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-17T20:21:19.004286] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-17T20:21:19.004417] [INFO ] [sig       ] ENTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:19.147458] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENTA.txt
[2025-12-17T20:21:19.147644] [INFO ] [sig       ] [1092/3576] Completed ENTA in 0.3s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:19.147685] [INFO ] [sig       ] [1093/3576] Forecasting ENTG...
[2025-12-17T20:21:19.147714] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-17T20:21:19.147747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-17T20:21:19.159550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-17T20:21:19.159973] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-17T20:21:19.160850] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-17T20:21:19.160904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:19.160950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:19.160979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:19.161037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:19.216719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:19.217603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:19.217691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:19.217723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:19.340281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:19.340447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:19.340488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:19.340517] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:19.344094] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-17T20:21:19.344444] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-17T20:21:19.344609] [INFO ] [sig       ] ENTG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:19.501788] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ENTG.txt
[2025-12-17T20:21:19.501945] [INFO ] [sig       ] [1093/3576] Completed ENTG in 0.4s | 2.92 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-17T20:21:19.501985] [INFO ] [sig       ] [1094/3576] Forecasting ENTX...
[2025-12-17T20:21:19.502013] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-17T20:21:19.502045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-17T20:21:19.514212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-17T20:21:19.514673] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-17T20:21:19.515609] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-17T20:21:19.515682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:19.515716] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:19.515744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:19.515802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:19.573478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:19.574371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:19.574465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:19.574499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:19.692175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:19.692328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:19.692369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:19.692398] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:19.696056] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-17T20:21:19.696330] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-17T20:21:19.696465] [INFO ] [sig       ] ENTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:19.839691] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENTX.txt
[2025-12-17T20:21:19.839875] [INFO ] [sig       ] [1094/3576] Completed ENTX in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:19.839916] [INFO ] [sig       ] [1095/3576] Forecasting ENVA...
[2025-12-17T20:21:19.839947] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-17T20:21:19.839976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-17T20:21:19.853939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-17T20:21:19.854342] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-17T20:21:19.855249] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-17T20:21:19.855302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:19.855338] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:19.855376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:19.855453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:19.920097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:19.921213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:19.921305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:19.921339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:20.040925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:20.041079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:20.041119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:20.041148] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:20.044448] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-17T20:21:20.044739] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-17T20:21:20.044866] [INFO ] [sig       ] ENVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:20.183751] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENVA.txt
[2025-12-17T20:21:20.183901] [INFO ] [sig       ] [1095/3576] Completed ENVA in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:20.183940] [INFO ] [sig       ] [1096/3576] Forecasting ENVB...
[2025-12-17T20:21:20.183971] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-17T20:21:20.184001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-17T20:21:20.196471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-17T20:21:20.196907] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-17T20:21:20.197804] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-17T20:21:20.197865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:20.197897] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:20.197924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:20.197980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:20.257038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:20.257893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:20.257976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:20.258010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:20.377887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:20.378038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:20.378081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:20.378112] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:20.381917] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-17T20:21:20.382190] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-17T20:21:20.382317] [INFO ] [sig       ] ENVB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:20.541771] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENVB.txt
[2025-12-17T20:21:20.541945] [INFO ] [sig       ] [1096/3576] Completed ENVB in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:20.541999] [INFO ] [sig       ] [1097/3576] Forecasting ENVX...
[2025-12-17T20:21:20.542033] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-17T20:21:20.542073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-17T20:21:20.554039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-17T20:21:20.554382] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-17T20:21:20.555179] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-17T20:21:20.555231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:20.555265] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:20.555293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:20.555350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:20.610933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:20.611599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:20.611676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:20.611707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:20.734344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:20.734482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:20.734521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:20.734550] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:20.737885] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-12-17T20:21:20.738148] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-17T20:21:20.738269] [INFO ] [sig       ] ENVX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:20.883075] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ENVX.txt
[2025-12-17T20:21:20.883214] [INFO ] [sig       ] [1097/3576] Completed ENVX in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:20.883252] [INFO ] [sig       ] [1098/3576] Forecasting EOD...
[2025-12-17T20:21:20.883281] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-17T20:21:20.883311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-17T20:21:20.894508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-17T20:21:20.894863] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-17T20:21:20.895625] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-17T20:21:20.895676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:20.895733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:20.895761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:20.895817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:20.951457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:20.952218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:20.952298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:20.952329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:21.073267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:21.073421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:21.073460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:21.073490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:21.076790] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-17T20:21:21.077054] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-17T20:21:21.077196] [INFO ] [sig       ] EOD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:21.217053] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EOD.txt
[2025-12-17T20:21:21.217210] [INFO ] [sig       ] [1098/3576] Completed EOD in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:21.217249] [INFO ] [sig       ] [1099/3576] Forecasting EOG...
[2025-12-17T20:21:21.217278] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-17T20:21:21.217309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-17T20:21:21.231444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-17T20:21:21.232123] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-17T20:21:21.233168] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-17T20:21:21.233233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:21.233274] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:21.233312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:21.233392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:21.302413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:21.303315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:21.303401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:21.303435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:21.423422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:21.423599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:21.423642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:21.423671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:21.427037] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-17T20:21:21.427323] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-17T20:21:21.427483] [INFO ] [sig       ] EOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:21.586169] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EOG.txt
[2025-12-17T20:21:21.586306] [INFO ] [sig       ] [1099/3576] Completed EOG in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:21.586344] [INFO ] [sig       ] [1100/3576] Forecasting EOI...
[2025-12-17T20:21:21.586373] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-17T20:21:21.586404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-17T20:21:21.597987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-17T20:21:21.598290] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-17T20:21:21.599071] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-17T20:21:21.599122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:21.599154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:21.599180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:21.599242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:21.656452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:21.657294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:21.657374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:21.657406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:21.779067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:21.779214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:21.779252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:21.779296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:21.783042] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-17T20:21:21.783379] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-17T20:21:21.783526] [INFO ] [sig       ] EOI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:21.922355] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EOI.txt
[2025-12-17T20:21:21.922476] [INFO ] [sig       ] [1100/3576] Completed EOI in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-17T20:21:21.922514] [INFO ] [sig       ] [1101/3576] Forecasting EOLS...
[2025-12-17T20:21:21.922543] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-17T20:21:21.922589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-17T20:21:21.934720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-17T20:21:21.935007] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-17T20:21:21.935904] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-17T20:21:21.935953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:21.935984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:21.936009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:21.936065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:21.992408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:21.993216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:21.993294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:21.993326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:22.114037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:22.114174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:22.114212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:22.114272] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:22.118019] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-17T20:21:22.118297] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-17T20:21:22.118425] [INFO ] [sig       ] EOLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:22.256123] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EOLS.txt
[2025-12-17T20:21:22.256254] [INFO ] [sig       ] [1101/3576] Completed EOLS in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:22.256291] [INFO ] [sig       ] [1102/3576] Forecasting EOS...
[2025-12-17T20:21:22.256321] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-17T20:21:22.256351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-17T20:21:22.267560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-17T20:21:22.267958] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-17T20:21:22.268732] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-17T20:21:22.268783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:22.268815] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:22.268841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:22.268917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:22.323625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:22.324468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:22.324564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:22.324616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:22.445617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:22.445766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:22.445803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:22.445832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:22.449101] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-17T20:21:22.449362] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-17T20:21:22.449481] [INFO ] [sig       ] EOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:22.586902] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EOS.txt
[2025-12-17T20:21:22.587024] [INFO ] [sig       ] [1102/3576] Completed EOS in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:22.587061] [INFO ] [sig       ] [1103/3576] Forecasting EOSE...
[2025-12-17T20:21:22.587090] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-17T20:21:22.587120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-17T20:21:22.599111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-17T20:21:22.599412] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-17T20:21:22.600189] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-17T20:21:22.600239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:22.600270] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:22.600296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:22.600351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:22.655787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:22.656420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:22.656503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:22.656535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:22.778053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:22.778220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:22.778267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:22.778297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:22.781880] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-17T20:21:22.782142] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-17T20:21:22.782264] [INFO ] [sig       ] EOSE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:22.920146] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EOSE.txt
[2025-12-17T20:21:22.920280] [INFO ] [sig       ] [1103/3576] Completed EOSE in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:22.920318] [INFO ] [sig       ] [1104/3576] Forecasting EPAC...
[2025-12-17T20:21:22.920346] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-17T20:21:22.920378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-17T20:21:22.931992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-17T20:21:22.932293] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-17T20:21:22.933065] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-17T20:21:22.933116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:22.933147] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:22.933184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:22.933250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:22.988519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:22.989209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:22.989290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:22.989323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:23.104717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:23.104869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:23.104906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:23.104936] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:23.108202] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-17T20:21:23.108464] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-17T20:21:23.108600] [INFO ] [sig       ] EPAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:23.246239] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EPAC.txt
[2025-12-17T20:21:23.246392] [INFO ] [sig       ] [1104/3576] Completed EPAC in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:23.246433] [INFO ] [sig       ] [1105/3576] Forecasting EPAM...
[2025-12-17T20:21:23.246466] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-17T20:21:23.246497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-17T20:21:23.258610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-17T20:21:23.259018] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-17T20:21:23.259811] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-17T20:21:23.259863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:23.259895] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:23.259921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:23.259977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:23.316542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:23.317419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:23.317506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:23.317539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:23.440131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:23.440287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:23.440325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:23.440355] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:23.443790] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-17T20:21:23.444068] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-17T20:21:23.444194] [INFO ] [sig       ] EPAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:23.590452] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EPAM.txt
[2025-12-17T20:21:23.590624] [INFO ] [sig       ] [1105/3576] Completed EPAM in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:23.590667] [INFO ] [sig       ] [1106/3576] Forecasting EPC...
[2025-12-17T20:21:23.590695] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-17T20:21:23.590725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-17T20:21:23.602917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-17T20:21:23.603304] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-17T20:21:23.604083] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-17T20:21:23.604135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:23.604166] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:23.604193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:23.604248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:23.662465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:23.663357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:23.663447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:23.663487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:23.786355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:23.786534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:23.786605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:23.786646] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:23.791278] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-17T20:21:23.791689] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-17T20:21:23.791855] [INFO ] [sig       ] EPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:23.940554] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EPC.txt
[2025-12-17T20:21:23.940734] [INFO ] [sig       ] [1106/3576] Completed EPC in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:23.940773] [INFO ] [sig       ] [1107/3576] Forecasting EPD...
[2025-12-17T20:21:23.940803] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-17T20:21:23.940833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-17T20:21:23.952262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-17T20:21:23.952674] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-17T20:21:23.953470] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-17T20:21:23.953526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:23.953557] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:23.953621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:23.953680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:24.009831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:24.010722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:24.010804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:24.010836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:24.131376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:24.131530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:24.131584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:24.131616] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:24.134958] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-17T20:21:24.135222] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-17T20:21:24.135343] [INFO ] [sig       ] EPD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:24.276606] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EPD.txt
[2025-12-17T20:21:24.276742] [INFO ] [sig       ] [1107/3576] Completed EPD in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:24.276779] [INFO ] [sig       ] [1108/3576] Forecasting EPSN...
[2025-12-17T20:21:24.276809] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-17T20:21:24.276845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-17T20:21:24.288101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-17T20:21:24.288392] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-17T20:21:24.289273] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-17T20:21:24.289324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:24.289356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:24.289382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:24.289438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:24.344741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:24.345597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:24.345740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:24.345774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:24.468318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:24.468481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:24.468521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:24.468550] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:24.472044] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-17T20:21:24.472313] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-17T20:21:24.472436] [INFO ] [sig       ] EPSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:24.610808] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EPSN.txt
[2025-12-17T20:21:24.610973] [INFO ] [sig       ] [1108/3576] Completed EPSN in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:24.611011] [INFO ] [sig       ] [1109/3576] Forecasting EQBK...
[2025-12-17T20:21:24.611041] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-17T20:21:24.611072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-17T20:21:24.623147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-17T20:21:24.623459] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-17T20:21:24.624248] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-17T20:21:24.624300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:24.624331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:24.624357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:24.624413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:24.680403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:24.681083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:24.681186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:24.681222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:24.801341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:24.801487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:24.801530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:24.801560] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:24.805036] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-17T20:21:24.805322] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-17T20:21:24.805452] [INFO ] [sig       ] EQBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:24.991734] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EQBK.txt
[2025-12-17T20:21:24.991962] [INFO ] [sig       ] [1109/3576] Completed EQBK in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:24.992029] [INFO ] [sig       ] [1110/3576] Forecasting EQH...
[2025-12-17T20:21:24.992076] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-17T20:21:24.992118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-17T20:21:25.007520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-17T20:21:25.008038] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-17T20:21:25.009281] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-17T20:21:25.009363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:25.009416] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:25.009464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:25.009554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:25.074893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:25.075860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:25.075969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:25.076004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:25.200122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:25.200281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:25.200324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:25.200353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:25.203978] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=88.16%)
[2025-12-17T20:21:25.204265] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-17T20:21:25.204397] [INFO ] [sig       ] EQH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:25.344991] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EQH.txt
[2025-12-17T20:21:25.345123] [INFO ] [sig       ] [1110/3576] Completed EQH in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-17T20:21:25.345161] [INFO ] [sig       ] [1111/3576] Forecasting EQIX...
[2025-12-17T20:21:25.345191] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-17T20:21:25.345221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-17T20:21:25.356680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-17T20:21:25.356996] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-17T20:21:25.357754] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-17T20:21:25.357805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:25.357836] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:25.357862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:25.357916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:25.413450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:25.414295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:25.414375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:25.414407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:25.540704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:25.540851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:25.540892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:25.540921] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:25.544233] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=53.99%)
[2025-12-17T20:21:25.544499] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-17T20:21:25.544669] [INFO ] [sig       ] EQIX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:25.683218] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EQIX.txt
[2025-12-17T20:21:25.683372] [INFO ] [sig       ] [1111/3576] Completed EQIX in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:25.683411] [INFO ] [sig       ] [1112/3576] Forecasting ERAS...
[2025-12-17T20:21:25.683440] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-17T20:21:25.683471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-17T20:21:25.694470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-17T20:21:25.694780] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-17T20:21:25.695515] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-17T20:21:25.695565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:25.695616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:25.695643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:25.695698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:25.750881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:25.751551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:25.751647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:25.751679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:25.873207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:25.873363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:25.873404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:25.873432] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:25.877069] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-17T20:21:25.877349] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-17T20:21:25.877477] [INFO ] [sig       ] ERAS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:26.017748] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ERAS.txt
[2025-12-17T20:21:26.017875] [INFO ] [sig       ] [1112/3576] Completed ERAS in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:26.017914] [INFO ] [sig       ] [1113/3576] Forecasting ERIC...
[2025-12-17T20:21:26.017943] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-17T20:21:26.017973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-17T20:21:26.029650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-17T20:21:26.029928] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-17T20:21:26.030679] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-17T20:21:26.030730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:26.030761] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:26.030788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:26.030842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:26.101509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:26.102416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:26.102502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:26.102537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:26.225816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:26.225967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:26.226009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:26.226036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:26.229334] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-17T20:21:26.229645] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-17T20:21:26.229775] [INFO ] [sig       ] ERIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:26.369668] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ERIC.txt
[2025-12-17T20:21:26.369802] [INFO ] [sig       ] [1113/3576] Completed ERIC in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:26.369841] [INFO ] [sig       ] [1114/3576] Forecasting ERIE...
[2025-12-17T20:21:26.369871] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-17T20:21:26.369901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-17T20:21:26.382211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-17T20:21:26.382533] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-17T20:21:26.383365] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-17T20:21:26.383422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:26.383455] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:26.383482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:26.383547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:26.439173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:26.439953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:26.440038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:26.440071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:26.560015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:26.560155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:26.560193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:26.560221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:26.563604] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-17T20:21:26.563884] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-17T20:21:26.564003] [INFO ] [sig       ] ERIE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:26.707061] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ERIE.txt
[2025-12-17T20:21:26.707212] [INFO ] [sig       ] [1114/3576] Completed ERIE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:26.707251] [INFO ] [sig       ] [1115/3576] Forecasting ERII...
[2025-12-17T20:21:26.707282] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-17T20:21:26.707314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-17T20:21:26.718932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-17T20:21:26.719226] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-17T20:21:26.719997] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-17T20:21:26.720048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:26.720107] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:26.720135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:26.720203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:26.775488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:26.776334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:26.776414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:26.776446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:26.895682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:26.895832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:26.895871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:26.895899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:26.899619] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-17T20:21:26.899891] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-17T20:21:26.900015] [INFO ] [sig       ] ERII: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:27.039777] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ERII.txt
[2025-12-17T20:21:27.039915] [INFO ] [sig       ] [1115/3576] Completed ERII in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:27.039953] [INFO ] [sig       ] [1116/3576] Forecasting ERNA...
[2025-12-17T20:21:27.039984] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-17T20:21:27.040016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-17T20:21:27.050858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-17T20:21:27.051206] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-17T20:21:27.051983] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-17T20:21:27.052034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:27.052065] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:27.052091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:27.052146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:27.108498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:27.109398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:27.109479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:27.109511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:27.230287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:27.230440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:27.230482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:27.230514] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:27.233822] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2025-12-17T20:21:27.234098] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-17T20:21:27.234223] [INFO ] [sig       ] ERNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:27.371993] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ERNA.txt
[2025-12-17T20:21:27.372128] [INFO ] [sig       ] [1116/3576] Completed ERNA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:27.372167] [INFO ] [sig       ] [1117/3576] Forecasting ERO...
[2025-12-17T20:21:27.372196] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-17T20:21:27.372226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-17T20:21:27.384510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-17T20:21:27.384880] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-17T20:21:27.385685] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-17T20:21:27.385748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:27.385782] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:27.385810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:27.385867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:27.443264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:27.443931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:27.444009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:27.444043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:27.582059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:27.582208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:27.582247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:27.582275] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:27.585546] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-17T20:21:27.585834] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-17T20:21:27.585956] [INFO ] [sig       ] ERO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:27.727486] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ERO.txt
[2025-12-17T20:21:27.727629] [INFO ] [sig       ] [1117/3576] Completed ERO in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:27.727670] [INFO ] [sig       ] [1118/3576] Forecasting ES...
[2025-12-17T20:21:27.727699] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-17T20:21:27.727730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-17T20:21:27.738497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-17T20:21:27.739030] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-17T20:21:27.739969] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-17T20:21:27.740020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:27.740051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:27.740077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:27.740133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:27.798320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:27.799105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:27.799188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:27.799222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:27.916861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:27.917003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:27.917043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:27.917102] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:27.920691] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-17T20:21:27.920969] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-17T20:21:27.921096] [INFO ] [sig       ] ES: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:28.062212] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ES.txt
[2025-12-17T20:21:28.062355] [INFO ] [sig       ] [1118/3576] Completed ES in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-17T20:21:28.062395] [INFO ] [sig       ] [1119/3576] Forecasting ESAB...
[2025-12-17T20:21:28.062425] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-17T20:21:28.062455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-17T20:21:28.073959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-17T20:21:28.074290] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-17T20:21:28.075073] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-17T20:21:28.075124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:28.075156] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:28.075182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:28.075237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:28.130242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:28.130884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:28.130962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:28.130994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:28.248377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:28.248531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:28.248585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:28.248617] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:28.252305] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-17T20:21:28.252599] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-17T20:21:28.252727] [INFO ] [sig       ] ESAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:28.390962] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ESAB.txt
[2025-12-17T20:21:28.391105] [INFO ] [sig       ] [1119/3576] Completed ESAB in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:28.391144] [INFO ] [sig       ] [1120/3576] Forecasting ESCA...
[2025-12-17T20:21:28.391174] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-17T20:21:28.391204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-17T20:21:28.402253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-17T20:21:28.402526] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-17T20:21:28.403304] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-17T20:21:28.403355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:28.403388] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:28.403415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:28.403472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:28.461116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:28.461865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:28.461946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:28.461980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:28.572989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:28.573159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:28.573198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:28.573225] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:28.577047] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-17T20:21:28.577361] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-17T20:21:28.577496] [INFO ] [sig       ] ESCA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:28.720958] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESCA.txt
[2025-12-17T20:21:28.721092] [INFO ] [sig       ] [1120/3576] Completed ESCA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:28.721130] [INFO ] [sig       ] [1121/3576] Forecasting ESE...
[2025-12-17T20:21:28.721160] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-17T20:21:28.721191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-17T20:21:28.732613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-17T20:21:28.732910] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-17T20:21:28.733673] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-17T20:21:28.733723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:28.733754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:28.733931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:28.733986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:28.789159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:28.790137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:28.790251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:28.790287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:28.910157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:28.910317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:28.910359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:28.910388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:28.913924] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2025-12-17T20:21:28.914208] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-17T20:21:28.914338] [INFO ] [sig       ] ESE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:29.056176] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESE.txt
[2025-12-17T20:21:29.056307] [INFO ] [sig       ] [1121/3576] Completed ESE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:29.056346] [INFO ] [sig       ] [1122/3576] Forecasting ESEA...
[2025-12-17T20:21:29.056374] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-17T20:21:29.056405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-17T20:21:29.067611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-17T20:21:29.067942] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-17T20:21:29.068699] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-17T20:21:29.068750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:29.068781] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:29.068807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:29.068884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:29.127044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:29.127734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:29.127814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:29.127847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:29.259141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:29.259292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:29.259333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:29.259364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:29.262816] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-17T20:21:29.263104] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-17T20:21:29.263228] [INFO ] [sig       ] ESEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:29.400542] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ESEA.txt
[2025-12-17T20:21:29.400696] [INFO ] [sig       ] [1122/3576] Completed ESEA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:29.400734] [INFO ] [sig       ] [1123/3576] Forecasting ESGD...
[2025-12-17T20:21:29.400764] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-17T20:21:29.400794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-17T20:21:29.415169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-17T20:21:29.415494] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-17T20:21:29.416252] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-17T20:21:29.416303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:29.416333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:29.416359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:29.416423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:29.471197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:29.471889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:29.471977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:29.472012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:29.593460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:29.593619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:29.593659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:29.593688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:29.597018] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-17T20:21:29.597288] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-17T20:21:29.597414] [INFO ] [sig       ] ESGD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:29.756611] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESGD.txt
[2025-12-17T20:21:29.756740] [INFO ] [sig       ] [1123/3576] Completed ESGD in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:29.756963] [INFO ] [sig       ] [1124/3576] Forecasting ESGE...
[2025-12-17T20:21:29.756992] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-17T20:21:29.757021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-17T20:21:29.769495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-17T20:21:29.769849] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-17T20:21:29.770639] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-17T20:21:29.770693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:29.770726] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:29.770753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:29.770810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:29.826880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:29.827665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:29.827743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:29.827776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:29.950983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:29.951133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:29.951188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:29.951218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:29.954478] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-17T20:21:29.954769] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-17T20:21:29.954891] [INFO ] [sig       ] ESGE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:30.091164] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ESGE.txt
[2025-12-17T20:21:30.091300] [INFO ] [sig       ] [1124/3576] Completed ESGE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:30.091339] [INFO ] [sig       ] [1125/3576] Forecasting ESI...
[2025-12-17T20:21:30.091369] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-17T20:21:30.091399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-17T20:21:30.103433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-17T20:21:30.103847] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-17T20:21:30.104842] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-17T20:21:30.104894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:30.104926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:30.104953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:30.105008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:30.160376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:30.161171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:30.161277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:30.161310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:30.274285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:30.274438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:30.274478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:30.274508] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:30.277789] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-17T20:21:30.278056] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-17T20:21:30.278178] [INFO ] [sig       ] ESI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:30.415342] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESI.txt
[2025-12-17T20:21:30.415473] [INFO ] [sig       ] [1125/3576] Completed ESI in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:30.415509] [INFO ] [sig       ] [1126/3576] Forecasting ESOA...
[2025-12-17T20:21:30.415540] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-17T20:21:30.415611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-17T20:21:30.426644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-17T20:21:30.426959] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-17T20:21:30.427755] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-17T20:21:30.427811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:30.427842] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:30.427869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:30.427925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:30.482660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:30.483300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:30.483377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:30.483408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:30.604492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:30.604679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:30.604728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:30.604765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:30.608116] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=88.51%)
[2025-12-17T20:21:30.608399] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-17T20:21:30.608528] [INFO ] [sig       ] ESOA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:30.753487] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESOA.txt
[2025-12-17T20:21:30.753651] [INFO ] [sig       ] [1126/3576] Completed ESOA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:30.753692] [INFO ] [sig       ] [1127/3576] Forecasting ESPO...
[2025-12-17T20:21:30.753730] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-17T20:21:30.753760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-17T20:21:30.766124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-17T20:21:30.766416] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-17T20:21:30.767374] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-17T20:21:30.767425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:30.767456] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:30.767482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:30.767537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:30.823741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:30.824538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:30.824642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:30.824683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:30.949936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:30.950083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:30.950121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:30.950150] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:30.953411] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-17T20:21:30.953697] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-17T20:21:30.953822] [INFO ] [sig       ] ESPO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:31.089525] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ESPO.txt
[2025-12-17T20:21:31.089677] [INFO ] [sig       ] [1127/3576] Completed ESPO in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:31.089721] [INFO ] [sig       ] [1128/3576] Forecasting ESQ...
[2025-12-17T20:21:31.089751] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-17T20:21:31.089782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-17T20:21:31.100871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-17T20:21:31.101154] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-17T20:21:31.101903] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-17T20:21:31.101953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:31.101997] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:31.102025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:31.102081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:31.157443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:31.158135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:31.158211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:31.158243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:31.272802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:31.272948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:31.272987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:31.273017] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:31.276277] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-17T20:21:31.276541] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-17T20:21:31.276683] [INFO ] [sig       ] ESQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:31.414308] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESQ.txt
[2025-12-17T20:21:31.414468] [INFO ] [sig       ] [1128/3576] Completed ESQ in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-17T20:21:31.414510] [INFO ] [sig       ] [1129/3576] Forecasting ESTA...
[2025-12-17T20:21:31.414541] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-17T20:21:31.414589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-17T20:21:31.425808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-17T20:21:31.426116] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-17T20:21:31.426904] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-17T20:21:31.426957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:31.426990] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:31.427017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:31.427075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:31.482079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:31.482742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:31.482818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:31.482849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:31.601330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:31.601483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:31.601521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:31.601550] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:31.605166] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-17T20:21:31.605437] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-17T20:21:31.605562] [INFO ] [sig       ] ESTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:31.748639] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESTA.txt
[2025-12-17T20:21:31.748794] [INFO ] [sig       ] [1129/3576] Completed ESTA in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:31.748833] [INFO ] [sig       ] [1130/3576] Forecasting ESTC...
[2025-12-17T20:21:31.748888] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-17T20:21:31.748920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-17T20:21:31.760517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-17T20:21:31.760941] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-17T20:21:31.761744] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-17T20:21:31.761796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:31.761829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:31.761855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:31.761910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:31.820444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:31.821267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:31.821353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:31.821386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:31.941813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:31.941966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:31.942008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:31.942037] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:31.945399] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-17T20:21:31.945700] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-17T20:21:31.945861] [INFO ] [sig       ] ESTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:32.084328] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ESTC.txt
[2025-12-17T20:21:32.084465] [INFO ] [sig       ] [1130/3576] Completed ESTC in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:32.084505] [INFO ] [sig       ] [1131/3576] Forecasting ETB...
[2025-12-17T20:21:32.084535] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-17T20:21:32.084566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-17T20:21:32.096774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-17T20:21:32.097064] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-17T20:21:32.097896] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-17T20:21:32.097948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:32.097980] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:32.098007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:32.098061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:32.155297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:32.155908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:32.155984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:32.156016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:32.272888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:32.273038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:32.273083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:32.273115] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:32.276504] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2025-12-17T20:21:32.276808] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-17T20:21:32.276937] [INFO ] [sig       ] ETB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:32.413960] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ETB.txt
[2025-12-17T20:21:32.414084] [INFO ] [sig       ] [1131/3576] Completed ETB in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:32.414135] [INFO ] [sig       ] [1132/3576] Forecasting ETD...
[2025-12-17T20:21:32.414165] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-17T20:21:32.414205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-17T20:21:32.425734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-17T20:21:32.426025] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-17T20:21:32.426930] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-17T20:21:32.426982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:32.427039] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:32.427067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:32.427122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:32.483060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:32.483797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:32.484075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:32.484108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:32.603407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:32.603557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:32.603614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:32.603643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:32.606930] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-17T20:21:32.607194] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-17T20:21:32.607317] [INFO ] [sig       ] ETD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:32.746709] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ETD.txt
[2025-12-17T20:21:32.747004] [INFO ] [sig       ] [1132/3576] Completed ETD in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:32.747045] [INFO ] [sig       ] [1133/3576] Forecasting ETG...
[2025-12-17T20:21:32.747074] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-17T20:21:32.747104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-17T20:21:32.759879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-17T20:21:32.760165] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-17T20:21:32.761121] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-17T20:21:32.761172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:32.761203] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:32.761229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:32.761285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:32.820713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:32.821649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:32.821783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:32.821827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:32.947833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:32.947983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:32.948023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:32.948053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:32.951443] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-17T20:21:32.951739] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-17T20:21:32.951889] [INFO ] [sig       ] ETG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:33.091173] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ETG.txt
[2025-12-17T20:21:33.091302] [INFO ] [sig       ] [1133/3576] Completed ETG in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:33.091341] [INFO ] [sig       ] [1134/3576] Forecasting ETHA...
[2025-12-17T20:21:33.091371] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-17T20:21:33.091400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-17T20:21:33.102415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-17T20:21:33.102740] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-17T20:21:33.103500] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-17T20:21:33.103552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:33.103605] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:33.103635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:33.103696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:33.164637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:33.165450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:33.165533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:33.165567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:33.282991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:33.283138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:33.283177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:33.283204] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:33.286479] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-17T20:21:33.286766] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-17T20:21:33.286888] [INFO ] [sig       ] ETHA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:33.429845] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ETHA.txt
[2025-12-17T20:21:33.429973] [INFO ] [sig       ] [1134/3576] Completed ETHA in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-17T20:21:33.430011] [INFO ] [sig       ] [1135/3576] Forecasting ETJ...
[2025-12-17T20:21:33.430039] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-17T20:21:33.430069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-17T20:21:33.441518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-17T20:21:33.441863] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-17T20:21:33.442651] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-17T20:21:33.442704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:33.442735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:33.442763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:33.442819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:33.500156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:33.500815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:33.500896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:33.500930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:33.624059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:33.624208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:33.624249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:33.624326] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:33.628660] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-17T20:21:33.628963] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-17T20:21:33.629097] [INFO ] [sig       ] ETJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:33.768315] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ETJ.txt
[2025-12-17T20:21:33.768443] [INFO ] [sig       ] [1135/3576] Completed ETJ in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:33.768479] [INFO ] [sig       ] [1136/3576] Forecasting ETN...
[2025-12-17T20:21:33.768509] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-17T20:21:33.768538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-17T20:21:33.780356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-17T20:21:33.780718] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-17T20:21:33.781763] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-17T20:21:33.781816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:33.781848] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:33.781876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:33.781931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:33.841176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:33.842050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:33.842138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:33.842170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:33.965022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:33.965170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:33.965211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:33.965239] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:33.968654] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-12-17T20:21:33.969007] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-17T20:21:33.969133] [INFO ] [sig       ] ETN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:34.111392] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ETN.txt
[2025-12-17T20:21:34.111516] [INFO ] [sig       ] [1136/3576] Completed ETN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:34.111555] [INFO ] [sig       ] [1137/3576] Forecasting ETO...
[2025-12-17T20:21:34.111602] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-17T20:21:34.111633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-17T20:21:34.123421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-17T20:21:34.123737] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-17T20:21:34.124502] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-17T20:21:34.124553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:34.124608] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:34.124637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:34.124701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:34.180565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:34.181221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:34.181310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:34.181364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:34.321268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:34.321435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:34.321482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:34.321516] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:34.325954] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-12-17T20:21:34.326307] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-17T20:21:34.326467] [INFO ] [sig       ] ETO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:34.492693] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ETO.txt
[2025-12-17T20:21:34.492824] [INFO ] [sig       ] [1137/3576] Completed ETO in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:34.492861] [INFO ] [sig       ] [1138/3576] Forecasting ETON...
[2025-12-17T20:21:34.492893] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-17T20:21:34.492924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-17T20:21:34.506130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-17T20:21:34.506594] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-17T20:21:34.507667] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-17T20:21:34.507730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:34.507767] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:34.507794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:34.507851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:34.565847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:34.566624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:34.566703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:34.566735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:34.691166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:34.691314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:34.691369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:34.691411] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:34.694898] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-17T20:21:34.695165] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-17T20:21:34.695286] [INFO ] [sig       ] ETON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:34.844002] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ETON.txt
[2025-12-17T20:21:34.844159] [INFO ] [sig       ] [1138/3576] Completed ETON in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:34.844202] [INFO ] [sig       ] [1139/3576] Forecasting ETSY...
[2025-12-17T20:21:34.844232] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-17T20:21:34.844263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-17T20:21:34.856893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-17T20:21:34.857314] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-17T20:21:34.858149] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-17T20:21:34.858202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:34.858234] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:34.858274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:34.858331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:34.921415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:34.922413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:34.922520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:34.922554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:35.046279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:35.046439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:35.046478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:35.046507] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:35.049892] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-17T20:21:35.050166] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-17T20:21:35.050295] [INFO ] [sig       ] ETSY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:35.191479] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ETSY.txt
[2025-12-17T20:21:35.191649] [INFO ] [sig       ] [1139/3576] Completed ETSY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:35.191691] [INFO ] [sig       ] [1140/3576] Forecasting ETY...
[2025-12-17T20:21:35.191720] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-17T20:21:35.191750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-17T20:21:35.203123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-17T20:21:35.203474] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-17T20:21:35.204278] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-17T20:21:35.204331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:35.204364] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:35.204391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:35.204448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:35.262789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:35.263653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:35.263739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:35.263773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:35.383055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:35.383208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:35.383247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:35.383274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:35.386595] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2025-12-17T20:21:35.386870] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-17T20:21:35.386992] [INFO ] [sig       ] ETY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:35.530895] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ETY.txt
[2025-12-17T20:21:35.531049] [INFO ] [sig       ] [1140/3576] Completed ETY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:35.531090] [INFO ] [sig       ] [1141/3576] Forecasting EUFN...
[2025-12-17T20:21:35.531121] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-17T20:21:35.531151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-17T20:21:35.543686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-17T20:21:35.544083] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-17T20:21:35.544951] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-17T20:21:35.545005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:35.545037] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:35.545065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:35.545121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:35.604177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:35.605067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:35.605153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:35.605186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:35.724023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:35.724175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:35.724216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:35.724244] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:35.727557] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-17T20:21:35.727879] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-17T20:21:35.728025] [INFO ] [sig       ] EUFN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:35.872721] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EUFN.txt
[2025-12-17T20:21:35.872877] [INFO ] [sig       ] [1141/3576] Completed EUFN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:35.872918] [INFO ] [sig       ] [1142/3576] Forecasting EVAX...
[2025-12-17T20:21:35.872946] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-17T20:21:35.872976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-17T20:21:35.884833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-17T20:21:35.885212] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-17T20:21:35.886024] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-17T20:21:35.886076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:35.886108] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:35.886136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:35.886193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:35.946987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:35.947921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:35.948067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:35.948118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:36.076207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:36.076372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:36.076423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:36.076455] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:36.080159] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-17T20:21:36.080482] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-17T20:21:36.080683] [INFO ] [sig       ] EVAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:36.223390] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVAX.txt
[2025-12-17T20:21:36.223540] [INFO ] [sig       ] [1142/3576] Completed EVAX in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:36.223600] [INFO ] [sig       ] [1143/3576] Forecasting EVC...
[2025-12-17T20:21:36.223632] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-17T20:21:36.223686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-17T20:21:36.235816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-17T20:21:36.236186] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-17T20:21:36.237024] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-17T20:21:36.237076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:36.237109] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:36.237136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:36.237193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:36.295759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:36.296652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:36.296734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:36.296768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:36.421108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:36.421263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:36.421303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:36.421332] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:36.424662] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=72.80%)
[2025-12-17T20:21:36.424955] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-17T20:21:36.425078] [INFO ] [sig       ] EVC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:36.567242] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVC.txt
[2025-12-17T20:21:36.567391] [INFO ] [sig       ] [1143/3576] Completed EVC in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:36.567431] [INFO ] [sig       ] [1144/3576] Forecasting EVCM...
[2025-12-17T20:21:36.567460] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-17T20:21:36.567490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-17T20:21:36.580135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-17T20:21:36.580510] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-17T20:21:36.581524] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-17T20:21:36.581592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:36.581627] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:36.581655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:36.581712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:36.641630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:36.642693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:36.642776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:36.642810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:36.763893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:36.764044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:36.764084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:36.764114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:36.767663] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-17T20:21:36.767975] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-17T20:21:36.768111] [INFO ] [sig       ] EVCM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:36.909529] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVCM.txt
[2025-12-17T20:21:36.909682] [INFO ] [sig       ] [1144/3576] Completed EVCM in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:36.909721] [INFO ] [sig       ] [1145/3576] Forecasting EVEX...
[2025-12-17T20:21:36.909751] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-17T20:21:36.909780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-17T20:21:36.921828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-17T20:21:36.922328] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-17T20:21:36.923139] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-17T20:21:36.923192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:36.923232] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:36.923273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:36.923341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:36.980768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:36.981619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:36.981700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:36.981732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:37.102640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:37.102788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:37.102828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:37.102857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:37.106148] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-17T20:21:37.106408] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-17T20:21:37.106528] [INFO ] [sig       ] EVEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:37.244452] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVEX.txt
[2025-12-17T20:21:37.244673] [INFO ] [sig       ] [1145/3576] Completed EVEX in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:37.244718] [INFO ] [sig       ] [1146/3576] Forecasting EVF...
[2025-12-17T20:21:37.244748] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-17T20:21:37.244779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-17T20:21:37.256897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-17T20:21:37.257287] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-17T20:21:37.258114] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-17T20:21:37.258166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:37.258197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:37.258223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:37.258279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:37.323248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:37.324200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:37.324298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:37.324343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:37.449308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:37.449456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:37.449495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:37.449524] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:37.452835] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-17T20:21:37.453099] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-17T20:21:37.453222] [INFO ] [sig       ] EVF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:37.593056] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVF.txt
[2025-12-17T20:21:37.593204] [INFO ] [sig       ] [1146/3576] Completed EVF in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-17T20:21:37.593249] [INFO ] [sig       ] [1147/3576] Forecasting EVG...
[2025-12-17T20:21:37.593281] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-17T20:21:37.593312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-17T20:21:37.608546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-17T20:21:37.608893] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-17T20:21:37.609686] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-17T20:21:37.609737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:37.609773] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:37.609802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:37.609862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:37.664977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:37.665737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:37.665817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:37.665851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:37.774449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:37.774589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:37.774627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:37.774656] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:37.777881] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-17T20:21:37.778146] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-17T20:21:37.778265] [INFO ] [sig       ] EVG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:37.914697] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVG.txt
[2025-12-17T20:21:37.914839] [INFO ] [sig       ] [1147/3576] Completed EVG in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:37.914877] [INFO ] [sig       ] [1148/3576] Forecasting EVGN...
[2025-12-17T20:21:37.914907] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-17T20:21:37.914937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-17T20:21:37.926553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-17T20:21:37.926866] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-17T20:21:37.927610] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-17T20:21:37.927662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:37.927694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:37.927720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:37.927776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:37.982487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:37.983082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:37.983158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:37.983189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:38.095795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:38.095926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:38.095964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:38.095993] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:38.099197] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-17T20:21:38.099460] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-17T20:21:38.099597] [INFO ] [sig       ] EVGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:38.238981] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVGN.txt
[2025-12-17T20:21:38.239106] [INFO ] [sig       ] [1148/3576] Completed EVGN in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:38.239142] [INFO ] [sig       ] [1149/3576] Forecasting EVGO...
[2025-12-17T20:21:38.239172] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-17T20:21:38.239201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-17T20:21:38.250456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-17T20:21:38.250762] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-17T20:21:38.251495] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-17T20:21:38.251545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:38.251620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:38.251649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:38.251703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:38.306986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:38.307558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:38.307650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:38.307681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:38.424733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:38.424866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:38.424904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:38.424932] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:38.428111] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-12-17T20:21:38.428370] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-17T20:21:38.428489] [INFO ] [sig       ] EVGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:38.566485] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVGO.txt
[2025-12-17T20:21:38.566620] [INFO ] [sig       ] [1149/3576] Completed EVGO in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:38.566659] [INFO ] [sig       ] [1150/3576] Forecasting EVH...
[2025-12-17T20:21:38.566688] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-17T20:21:38.566719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-17T20:21:38.578487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-17T20:21:38.578776] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-17T20:21:38.579532] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-17T20:21:38.579602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:38.579635] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:38.579661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:38.579720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:38.638244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:38.639006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:38.639085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:38.639117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:38.756715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:38.756848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:38.756892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:38.756922] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:38.760389] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-17T20:21:38.760689] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-17T20:21:38.760828] [INFO ] [sig       ] EVH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:38.902948] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVH.txt
[2025-12-17T20:21:38.903105] [INFO ] [sig       ] [1150/3576] Completed EVH in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:38.903146] [INFO ] [sig       ] [1151/3576] Forecasting EVN...
[2025-12-17T20:21:38.903174] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-17T20:21:38.903204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-17T20:21:38.914869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-17T20:21:38.915195] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-17T20:21:38.915999] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-17T20:21:38.916051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:38.916084] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:38.916112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:38.916168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:38.975360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:38.976115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:38.976195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:38.976230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:39.093002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:39.093155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:39.093195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:39.093224] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:39.096677] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=24.58%)
[2025-12-17T20:21:39.096986] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-17T20:21:39.097114] [INFO ] [sig       ] EVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:39.238367] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVN.txt
[2025-12-17T20:21:39.238505] [INFO ] [sig       ] [1151/3576] Completed EVN in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:39.238544] [INFO ] [sig       ] [1152/3576] Forecasting EVO...
[2025-12-17T20:21:39.238592] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-17T20:21:39.238627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-17T20:21:39.250287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-17T20:21:39.250637] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-17T20:21:39.251406] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-17T20:21:39.251469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:39.251501] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:39.251528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:39.251608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:39.308730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:39.309541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:39.309641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:39.309675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:39.431616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:39.431774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:39.431815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:39.431878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:39.435215] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-17T20:21:39.435484] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-17T20:21:39.435626] [INFO ] [sig       ] EVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:39.577285] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVO.txt
[2025-12-17T20:21:39.577435] [INFO ] [sig       ] [1152/3576] Completed EVO in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-17T20:21:39.577474] [INFO ] [sig       ] [1153/3576] Forecasting EVRG...
[2025-12-17T20:21:39.577503] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-17T20:21:39.577535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-17T20:21:39.589365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-17T20:21:39.589733] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-17T20:21:39.590517] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-17T20:21:39.590586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:39.590621] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:39.590648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:39.590703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:39.647366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:39.648237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:39.648320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:39.648353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:39.771852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:39.772014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:39.772057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:39.772086] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:39.775700] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-17T20:21:39.775982] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-17T20:21:39.776109] [INFO ] [sig       ] EVRG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:39.916567] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVRG.txt
[2025-12-17T20:21:39.916738] [INFO ] [sig       ] [1153/3576] Completed EVRG in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:39.916778] [INFO ] [sig       ] [1154/3576] Forecasting EVSD...
[2025-12-17T20:21:39.916807] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-17T20:21:39.916841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-17T20:21:39.928705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-17T20:21:39.929116] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-17T20:21:39.929933] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-17T20:21:39.929986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:39.930017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:39.930043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:39.930100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:39.985867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:39.986728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:39.986811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:39.986843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:40.111078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:40.111233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:40.111274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:40.111305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:40.114879] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-17T20:21:40.115237] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-17T20:21:40.115402] [INFO ] [sig       ] EVSD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:40.254191] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVSD.txt
[2025-12-17T20:21:40.254341] [INFO ] [sig       ] [1154/3576] Completed EVSD in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:40.254379] [INFO ] [sig       ] [1155/3576] Forecasting EVTC...
[2025-12-17T20:21:40.254408] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-17T20:21:40.254441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-17T20:21:40.266430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-17T20:21:40.266813] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-17T20:21:40.267800] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-17T20:21:40.267851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:40.267882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:40.267911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:40.267967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:40.328606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:40.329663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:40.329758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:40.329792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:40.458811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:40.458994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:40.459041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:40.459069] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:40.462505] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=63.46%)
[2025-12-17T20:21:40.462819] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-17T20:21:40.462950] [INFO ] [sig       ] EVTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:40.602795] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EVTC.txt
[2025-12-17T20:21:40.602950] [INFO ] [sig       ] [1155/3576] Completed EVTC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:40.602997] [INFO ] [sig       ] [1156/3576] Forecasting EVTL...
[2025-12-17T20:21:40.603215] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-17T20:21:40.603246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-17T20:21:40.614941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-17T20:21:40.615293] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-17T20:21:40.616101] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-17T20:21:40.616156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:40.616197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:40.616233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:40.616299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:40.675005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:40.675854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:40.675942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:40.675973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:40.800077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:40.800230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:40.800271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:40.800301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:40.803709] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-17T20:21:40.803999] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-17T20:21:40.804134] [INFO ] [sig       ] EVTL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:40.945524] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EVTL.txt
[2025-12-17T20:21:40.945698] [INFO ] [sig       ] [1156/3576] Completed EVTL in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:40.945743] [INFO ] [sig       ] [1157/3576] Forecasting EWBC...
[2025-12-17T20:21:40.945773] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-17T20:21:40.945805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-17T20:21:40.959307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-17T20:21:40.959694] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-17T20:21:40.960485] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-17T20:21:40.960538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:40.960570] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:40.960622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:40.960679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:41.017161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:41.017800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:41.017879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:41.017913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:41.142030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:41.142181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:41.142220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:41.142249] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:41.145678] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-17T20:21:41.145950] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-17T20:21:41.146093] [INFO ] [sig       ] EWBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:41.283560] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EWBC.txt
[2025-12-17T20:21:41.283703] [INFO ] [sig       ] [1157/3576] Completed EWBC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:41.283745] [INFO ] [sig       ] [1158/3576] Forecasting EWCZ...
[2025-12-17T20:21:41.283773] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-17T20:21:41.283803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-17T20:21:41.294976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-17T20:21:41.295238] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-17T20:21:41.295982] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-17T20:21:41.296032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:41.296063] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:41.296090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:41.296145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:41.352166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:41.352828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:41.352908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:41.352940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:41.475714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:41.475872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:41.475913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:41.475943] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:41.479395] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=56.70%)
[2025-12-17T20:21:41.479707] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-17T20:21:41.479838] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:41.623061] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EWCZ.txt
[2025-12-17T20:21:41.623219] [INFO ] [sig       ] [1158/3576] Completed EWCZ in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:41.623264] [INFO ] [sig       ] [1159/3576] Forecasting EWTX...
[2025-12-17T20:21:41.623295] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-17T20:21:41.623328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-17T20:21:41.634961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-17T20:21:41.635302] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-17T20:21:41.636065] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-17T20:21:41.636116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:41.636147] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:41.636173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:41.636229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:41.694379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:41.695300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:41.695418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:41.695453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:41.821844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:41.822042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:41.822106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:41.822141] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:41.826246] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-17T20:21:41.826644] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-17T20:21:41.826795] [INFO ] [sig       ] EWTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:41.970220] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EWTX.txt
[2025-12-17T20:21:41.970365] [INFO ] [sig       ] [1159/3576] Completed EWTX in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:41.970404] [INFO ] [sig       ] [1160/3576] Forecasting EWZS...
[2025-12-17T20:21:41.970434] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-17T20:21:41.970464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-17T20:21:41.982646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-17T20:21:41.983026] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-17T20:21:41.983839] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-17T20:21:41.983891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:41.983923] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:41.983949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:41.984004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:42.040283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:42.041113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:42.041197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:42.041232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:42.166069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:42.166226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:42.166268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:42.166297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:42.169818] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-17T20:21:42.170102] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-17T20:21:42.170245] [INFO ] [sig       ] EWZS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:42.310286] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EWZS.txt
[2025-12-17T20:21:42.310432] [INFO ] [sig       ] [1160/3576] Completed EWZS in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:42.310478] [INFO ] [sig       ] [1161/3576] Forecasting EXAS...
[2025-12-17T20:21:42.310508] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-17T20:21:42.310539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-17T20:21:42.322642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-17T20:21:42.322959] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-17T20:21:42.323734] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-17T20:21:42.323789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:42.323822] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:42.323850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:42.323907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:42.385704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:42.386684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:42.386769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:42.386802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:42.512465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:42.512630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:42.512669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:42.512697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:42.516018] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-17T20:21:42.516280] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-17T20:21:42.516403] [INFO ] [sig       ] EXAS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:42.655104] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXAS.txt
[2025-12-17T20:21:42.655239] [INFO ] [sig       ] [1161/3576] Completed EXAS in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:42.655277] [INFO ] [sig       ] [1162/3576] Forecasting EXC...
[2025-12-17T20:21:42.655307] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-17T20:21:42.655338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-17T20:21:42.666840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-17T20:21:42.667117] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-17T20:21:42.667866] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-17T20:21:42.667918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:42.667953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:42.667979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:42.668035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:42.724003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:42.724608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:42.724683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:42.724715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:42.844817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:42.844968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:42.845007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:42.845037] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:42.848379] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-17T20:21:42.848670] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-17T20:21:42.848795] [INFO ] [sig       ] EXC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:42.989239] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EXC.txt
[2025-12-17T20:21:42.989392] [INFO ] [sig       ] [1162/3576] Completed EXC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:42.989431] [INFO ] [sig       ] [1163/3576] Forecasting EXEL...
[2025-12-17T20:21:42.989461] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-17T20:21:42.989492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-17T20:21:43.000517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-17T20:21:43.000849] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-17T20:21:43.001601] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-17T20:21:43.001652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:43.001694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:43.001722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:43.001778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:43.057848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:43.059044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:43.059130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:43.059163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:43.180203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:43.180380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:43.180431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:43.180463] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:43.183965] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-17T20:21:43.184383] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-17T20:21:43.184504] [INFO ] [sig       ] EXEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:43.327477] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EXEL.txt
[2025-12-17T20:21:43.327655] [INFO ] [sig       ] [1163/3576] Completed EXEL in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-17T20:21:43.327698] [INFO ] [sig       ] [1164/3576] Forecasting EXFY...
[2025-12-17T20:21:43.327731] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-17T20:21:43.327762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-17T20:21:43.339600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-17T20:21:43.339908] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-17T20:21:43.340695] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-17T20:21:43.340747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:43.340779] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:43.340806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:43.340863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:43.396719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:43.397815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:43.397896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:43.397929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:43.522262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:43.522419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:43.522461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:43.522490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:43.525859] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-17T20:21:43.526126] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-17T20:21:43.526249] [INFO ] [sig       ] EXFY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:43.665389] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXFY.txt
[2025-12-17T20:21:43.665546] [INFO ] [sig       ] [1164/3576] Completed EXFY in 0.3s | 2.92 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:43.665614] [INFO ] [sig       ] [1165/3576] Forecasting EXG...
[2025-12-17T20:21:43.665647] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-17T20:21:43.665678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-17T20:21:43.677632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-17T20:21:43.678034] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-17T20:21:43.678846] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-17T20:21:43.678935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:43.678970] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:43.678996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:43.679052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:43.749708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:43.750759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:43.750881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:43.750918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:43.914710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:43.914905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:43.914960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:43.915000] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:43.920034] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-12-17T20:21:43.920498] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-17T20:21:43.920711] [INFO ] [sig       ] EXG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:44.136290] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXG.txt
[2025-12-17T20:21:44.136484] [INFO ] [sig       ] [1165/3576] Completed EXG in 0.5s | 2.92 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:44.136533] [INFO ] [sig       ] [1166/3576] Forecasting EXK...
[2025-12-17T20:21:44.136569] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-17T20:21:44.136629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-17T20:21:44.167239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-17T20:21:44.169410] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-17T20:21:44.170879] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-17T20:21:44.170961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:44.171056] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:44.171105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:44.171194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:44.257083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:44.258160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:44.258274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:44.258331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:44.427790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:44.427988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:44.428050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:44.428093] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:44.433374] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2025-12-17T20:21:44.433893] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-17T20:21:44.434113] [INFO ] [sig       ] EXK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:44.668448] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EXK.txt
[2025-12-17T20:21:44.668656] [INFO ] [sig       ] [1166/3576] Completed EXK in 0.5s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:44.668704] [INFO ] [sig       ] [1167/3576] Forecasting EXLS...
[2025-12-17T20:21:44.668743] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-17T20:21:44.668775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-17T20:21:44.683420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-17T20:21:44.683906] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-17T20:21:44.684939] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-17T20:21:44.685002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:44.685042] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:44.685076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:44.685155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:44.760775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:44.761667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:44.761752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:44.761786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:44.889158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:44.889311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:44.889353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:44.889383] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:44.892812] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-17T20:21:44.893095] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-17T20:21:44.893223] [INFO ] [sig       ] EXLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:45.039812] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXLS.txt
[2025-12-17T20:21:45.039963] [INFO ] [sig       ] [1167/3576] Completed EXLS in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:45.040005] [INFO ] [sig       ] [1168/3576] Forecasting EXP...
[2025-12-17T20:21:45.040033] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-17T20:21:45.040064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-17T20:21:45.052928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-17T20:21:45.053317] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-17T20:21:45.054093] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-17T20:21:45.054145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:45.054177] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:45.054203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:45.054259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:45.109863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:45.110728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:45.110808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:45.110840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:45.226505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:45.226650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:45.226687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:45.226714] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:45.229969] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-17T20:21:45.230257] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-17T20:21:45.230379] [INFO ] [sig       ] EXP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:45.368540] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EXP.txt
[2025-12-17T20:21:45.368663] [INFO ] [sig       ] [1168/3576] Completed EXP in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:45.368701] [INFO ] [sig       ] [1169/3576] Forecasting EXPD...
[2025-12-17T20:21:45.368729] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-17T20:21:45.368761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-17T20:21:45.381297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-17T20:21:45.381702] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-17T20:21:45.382512] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-17T20:21:45.382564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:45.382616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:45.382643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:45.382698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:45.437693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:45.438554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:45.438658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:45.438691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:45.560405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:45.560560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:45.560618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:45.560681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:45.564520] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=24.30%)
[2025-12-17T20:21:45.564810] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-17T20:21:45.564939] [INFO ] [sig       ] EXPD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:45.705522] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXPD.txt
[2025-12-17T20:21:45.705689] [INFO ] [sig       ] [1169/3576] Completed EXPD in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:45.705728] [INFO ] [sig       ] [1170/3576] Forecasting EXPE...
[2025-12-17T20:21:45.705757] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-17T20:21:45.705790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-17T20:21:45.717717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-17T20:21:45.718053] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-17T20:21:45.718823] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-17T20:21:45.718907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:45.718940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:45.718966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:45.719021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:45.774104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:45.774840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:45.774917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:45.774954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:45.894767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:45.894915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:45.894955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:45.894997] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:45.898285] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-17T20:21:45.898545] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-17T20:21:45.898685] [INFO ] [sig       ] EXPE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:46.037013] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXPE.txt
[2025-12-17T20:21:46.037123] [INFO ] [sig       ] [1170/3576] Completed EXPE in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:46.037161] [INFO ] [sig       ] [1171/3576] Forecasting EXPI...
[2025-12-17T20:21:46.037189] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-17T20:21:46.037218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-17T20:21:46.049480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-17T20:21:46.049897] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-17T20:21:46.050770] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-17T20:21:46.050824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:46.050855] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:46.050881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:46.050937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:46.108670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:46.109550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:46.109659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:46.109693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:46.229056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:46.229245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:46.229298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:46.229331] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:46.232936] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-17T20:21:46.233287] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-17T20:21:46.233426] [INFO ] [sig       ] EXPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:46.374115] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EXPI.txt
[2025-12-17T20:21:46.374267] [INFO ] [sig       ] [1171/3576] Completed EXPI in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-17T20:21:46.374306] [INFO ] [sig       ] [1172/3576] Forecasting EXPO...
[2025-12-17T20:21:46.374337] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-17T20:21:46.374367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-17T20:21:46.386300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-17T20:21:46.386682] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-17T20:21:46.387467] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-17T20:21:46.387517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:46.387549] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:46.387592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:46.387649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:46.445478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:46.446327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:46.446409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:46.446457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:46.565784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:46.565940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:46.565979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:46.566008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:46.569356] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2025-12-17T20:21:46.569644] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-17T20:21:46.569769] [INFO ] [sig       ] EXPO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:46.713455] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EXPO.txt
[2025-12-17T20:21:46.713657] [INFO ] [sig       ] [1172/3576] Completed EXPO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:46.713701] [INFO ] [sig       ] [1173/3576] Forecasting EYE...
[2025-12-17T20:21:46.713730] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-17T20:21:46.713759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-17T20:21:46.729114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-17T20:21:46.729509] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-17T20:21:46.730454] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-17T20:21:46.730514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:46.730552] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:46.730609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:46.730696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:46.793349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:46.794279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:46.794380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:46.794415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:46.927325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:46.927483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:46.927525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:46.927554] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:46.931070] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-12-17T20:21:46.931371] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-17T20:21:46.931505] [INFO ] [sig       ] EYE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:47.086266] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/EYE.txt
[2025-12-17T20:21:47.086414] [INFO ] [sig       ] [1173/3576] Completed EYE in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:47.086453] [INFO ] [sig       ] [1174/3576] Forecasting EZGO...
[2025-12-17T20:21:47.086484] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-17T20:21:47.086514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-17T20:21:47.098039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-17T20:21:47.098423] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-17T20:21:47.099267] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-17T20:21:47.099319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:47.099349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:47.099386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:47.099444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:47.155296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:47.156183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:47.156264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:47.156297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:47.270078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:47.270236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:47.270275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:47.270305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:47.273700] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-12-17T20:21:47.273982] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-17T20:21:47.274113] [INFO ] [sig       ] EZGO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:47.418442] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/EZGO.txt
[2025-12-17T20:21:47.418625] [INFO ] [sig       ] [1174/3576] Completed EZGO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:47.418675] [INFO ] [sig       ] [1175/3576] Forecasting F...
[2025-12-17T20:21:47.418706] [INFO ] [sig       ] Generating forecast for: F
[2025-12-17T20:21:47.418737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-17T20:21:47.431057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-17T20:21:47.431443] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-17T20:21:47.432305] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-17T20:21:47.432370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:47.432413] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:47.432442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:47.432498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:47.489060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:47.489924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:47.490006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:47.490038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:47.615271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:47.615426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:47.615466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:47.615494] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:47.618809] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-17T20:21:47.619096] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-17T20:21:47.619220] [INFO ] [sig       ] F: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:47.756878] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/F.txt
[2025-12-17T20:21:47.757031] [INFO ] [sig       ] [1175/3576] Completed F in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:47.757071] [INFO ] [sig       ] [1176/3576] Forecasting FA...
[2025-12-17T20:21:47.757103] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-17T20:21:47.757133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-17T20:21:47.768563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-17T20:21:47.768969] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-17T20:21:47.769775] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-17T20:21:47.769837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:47.769869] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:47.769895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:47.769950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:47.824910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:47.825798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:47.825880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:47.825944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:47.943439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:47.943617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:47.943659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:47.943688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:47.946950] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-17T20:21:47.947215] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-17T20:21:47.947338] [INFO ] [sig       ] FA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:48.083982] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FA.txt
[2025-12-17T20:21:48.084105] [INFO ] [sig       ] [1176/3576] Completed FA in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:48.084141] [INFO ] [sig       ] [1177/3576] Forecasting FAF...
[2025-12-17T20:21:48.084171] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-17T20:21:48.084201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-17T20:21:48.096040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-17T20:21:48.096371] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-17T20:21:48.097155] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-17T20:21:48.097206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:48.097237] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:48.097263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:48.097319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:48.152227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:48.152870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:48.152948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:48.152980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:48.266745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:48.266873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:48.266911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:48.266938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:48.270158] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-17T20:21:48.270422] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-17T20:21:48.270542] [INFO ] [sig       ] FAF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:48.410916] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FAF.txt
[2025-12-17T20:21:48.411083] [INFO ] [sig       ] [1177/3576] Completed FAF in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:48.411130] [INFO ] [sig       ] [1178/3576] Forecasting FALN...
[2025-12-17T20:21:48.411166] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-17T20:21:48.411201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-17T20:21:48.423257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-17T20:21:48.423564] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-17T20:21:48.424324] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-17T20:21:48.424374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:48.424405] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:48.424431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:48.424486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:48.479883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:48.480644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:48.480726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:48.480761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:48.601438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:48.601556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:48.601610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:48.601640] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:48.604747] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=39.03%)
[2025-12-17T20:21:48.605008] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-17T20:21:48.605131] [INFO ] [sig       ] FALN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:48.834643] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FALN.txt
[2025-12-17T20:21:48.834783] [INFO ] [sig       ] [1178/3576] Completed FALN in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:48.834821] [INFO ] [sig       ] [1179/3576] Forecasting FANG...
[2025-12-17T20:21:48.834850] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-17T20:21:48.834880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-17T20:21:48.846168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-17T20:21:48.846444] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-17T20:21:48.847200] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-17T20:21:48.847250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:48.847281] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:48.847308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:48.847363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:48.903820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:48.904411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:48.904489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:48.904522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:49.028441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:49.028604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:49.028646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:49.028676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:49.032120] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=55.40%)
[2025-12-17T20:21:49.032388] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-17T20:21:49.032518] [INFO ] [sig       ] FANG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:49.174143] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FANG.txt
[2025-12-17T20:21:49.174308] [INFO ] [sig       ] [1179/3576] Completed FANG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:49.174350] [INFO ] [sig       ] [1180/3576] Forecasting FARM...
[2025-12-17T20:21:49.174382] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-17T20:21:49.174413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-17T20:21:49.186450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-17T20:21:49.186794] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-17T20:21:49.187660] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-17T20:21:49.187714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:49.187748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:49.187776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:49.187834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:49.244698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:49.245334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:49.245415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:49.245448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:49.363760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:49.363912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:49.363953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:49.363983] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:49.367356] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=16.37%)
[2025-12-17T20:21:49.367644] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-17T20:21:49.367770] [INFO ] [sig       ] FARM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:49.511281] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FARM.txt
[2025-12-17T20:21:49.511446] [INFO ] [sig       ] [1180/3576] Completed FARM in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-17T20:21:49.511486] [INFO ] [sig       ] [1181/3576] Forecasting FBIN...
[2025-12-17T20:21:49.511516] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-17T20:21:49.511546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-17T20:21:49.523220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-17T20:21:49.523559] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-17T20:21:49.524373] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-17T20:21:49.524425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:49.524457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:49.524485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:49.524542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:49.585018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:49.585968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:49.586051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:49.586083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:49.712834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:49.712986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:49.713025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:49.713054] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:49.716386] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=64.47%)
[2025-12-17T20:21:49.716690] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-17T20:21:49.716817] [INFO ] [sig       ] FBIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:49.860110] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FBIN.txt
[2025-12-17T20:21:49.860270] [INFO ] [sig       ] [1181/3576] Completed FBIN in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:49.860309] [INFO ] [sig       ] [1182/3576] Forecasting FBIO...
[2025-12-17T20:21:49.860339] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-17T20:21:49.860370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-17T20:21:49.872147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-17T20:21:49.872476] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-17T20:21:49.873265] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-17T20:21:49.873318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:49.873351] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:49.873378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:49.873435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:49.929676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:49.930426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:49.930508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:49.930541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:50.049030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:50.049184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:50.049223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:50.049253] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:50.052561] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-17T20:21:50.052851] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-17T20:21:50.052977] [INFO ] [sig       ] FBIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:50.192098] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FBIO.txt
[2025-12-17T20:21:50.192228] [INFO ] [sig       ] [1182/3576] Completed FBIO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:50.192265] [INFO ] [sig       ] [1183/3576] Forecasting FBIZ...
[2025-12-17T20:21:50.192294] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-17T20:21:50.192324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-17T20:21:50.203346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-17T20:21:50.203673] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-17T20:21:50.204518] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-17T20:21:50.204586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:50.204642] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:50.204671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:50.204726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:50.264471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:50.265392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:50.265484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:50.265541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:50.383088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:50.383260] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:21:50.383314] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:50.383350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:50.386808] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=90.48%)
[2025-12-17T20:21:50.387079] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-17T20:21:50.387209] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:50.525069] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FBIZ.txt
[2025-12-17T20:21:50.525196] [INFO ] [sig       ] [1183/3576] Completed FBIZ in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:50.525233] [INFO ] [sig       ] [1184/3576] Forecasting FBK...
[2025-12-17T20:21:50.525262] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-17T20:21:50.525293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-17T20:21:50.536763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-17T20:21:50.537066] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-17T20:21:50.537838] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-17T20:21:50.537892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:50.537931] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:50.537967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:50.538034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:50.593787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:50.594618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:50.594698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:50.594731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:50.713310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:50.713460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:50.713499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:50.713526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:50.716805] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-12-17T20:21:50.717073] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-17T20:21:50.717197] [INFO ] [sig       ] FBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:50.856199] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FBK.txt
[2025-12-17T20:21:50.856498] [INFO ] [sig       ] [1184/3576] Completed FBK in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:50.856537] [INFO ] [sig       ] [1185/3576] Forecasting FBL...
[2025-12-17T20:21:50.856567] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-17T20:21:50.856617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-17T20:21:50.868741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-17T20:21:50.869083] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-17T20:21:50.869894] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-17T20:21:50.869947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:50.869980] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:50.870008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:50.870065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:50.925680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:50.926409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:50.926492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:50.926525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:51.051550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:51.051769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:51.051817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:51.051844] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:51.055395] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-17T20:21:51.055694] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-17T20:21:51.055821] [INFO ] [sig       ] FBL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:51.194014] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FBL.txt
[2025-12-17T20:21:51.194141] [INFO ] [sig       ] [1185/3576] Completed FBL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:51.194179] [INFO ] [sig       ] [1186/3576] Forecasting FBNC...
[2025-12-17T20:21:51.194209] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-17T20:21:51.194239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-17T20:21:51.206042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-17T20:21:51.206360] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-17T20:21:51.207144] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-17T20:21:51.207195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:51.207225] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:51.207250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:51.207305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:51.261895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:51.262810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:51.262891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:51.262924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:51.381833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:51.381984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:51.382026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:51.382090] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:51.385458] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-12-17T20:21:51.385752] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-17T20:21:51.385914] [INFO ] [sig       ] FBNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:51.529957] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FBNC.txt
[2025-12-17T20:21:51.530146] [INFO ] [sig       ] [1186/3576] Completed FBNC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:51.530197] [INFO ] [sig       ] [1187/3576] Forecasting FBP...
[2025-12-17T20:21:51.530235] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-17T20:21:51.530274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-17T20:21:51.542308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-17T20:21:51.542677] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-17T20:21:51.543464] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-17T20:21:51.543528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:51.543561] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:51.543606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:51.543663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:51.599883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:51.600802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:51.600882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:51.600915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:51.723007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:51.723170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:51.723218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:51.723252] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:51.727065] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-12-17T20:21:51.727462] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-17T20:21:51.727633] [INFO ] [sig       ] FBP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:51.877094] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FBP.txt
[2025-12-17T20:21:51.877254] [INFO ] [sig       ] [1187/3576] Completed FBP in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:51.877302] [INFO ] [sig       ] [1188/3576] Forecasting FC...
[2025-12-17T20:21:51.877333] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-17T20:21:51.877364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-17T20:21:51.889023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-17T20:21:51.889420] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-17T20:21:51.890260] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-17T20:21:51.890319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:51.890353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:51.890382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:51.890439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:51.948686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:51.949550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:51.949651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:51.949685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:52.075089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:52.075249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:52.075291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:52.075321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:52.078784] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-17T20:21:52.079086] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-17T20:21:52.079220] [INFO ] [sig       ] FC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:52.225021] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FC.txt
[2025-12-17T20:21:52.225168] [INFO ] [sig       ] [1188/3576] Completed FC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-17T20:21:52.225209] [INFO ] [sig       ] [1189/3576] Forecasting FCAL...
[2025-12-17T20:21:52.225240] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-17T20:21:52.225271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-17T20:21:52.236741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-17T20:21:52.237064] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-17T20:21:52.237843] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-17T20:21:52.237905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:52.237947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:52.237978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:52.238036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:52.296145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:52.297031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:52.297118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:52.297151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:52.404030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:52.404187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:52.404234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:52.404268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:52.407551] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=36.59%)
[2025-12-17T20:21:52.407830] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-17T20:21:52.407949] [INFO ] [sig       ] FCAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:52.546251] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCAL.txt
[2025-12-17T20:21:52.546385] [INFO ] [sig       ] [1189/3576] Completed FCAL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:52.546422] [INFO ] [sig       ] [1190/3576] Forecasting FCBC...
[2025-12-17T20:21:52.546451] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-17T20:21:52.546482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-17T20:21:52.557183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-17T20:21:52.557461] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-17T20:21:52.558227] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-17T20:21:52.558290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:52.558324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:52.558350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:52.558406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:52.617553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:52.618336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:52.618412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:52.618444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:52.734879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:52.735034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:52.735073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:52.735100] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:52.738553] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-17T20:21:52.738902] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-17T20:21:52.739035] [INFO ] [sig       ] FCBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:52.882300] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FCBC.txt
[2025-12-17T20:21:52.882430] [INFO ] [sig       ] [1190/3576] Completed FCBC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:52.882475] [INFO ] [sig       ] [1191/3576] Forecasting FCCO...
[2025-12-17T20:21:52.882505] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-17T20:21:52.882535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-17T20:21:52.894713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-17T20:21:52.895112] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-17T20:21:52.895919] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-17T20:21:52.895970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:52.896013] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:52.896041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:52.896096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:52.951257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:52.952096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:52.952180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:52.952213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:53.075685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:53.075842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:53.075882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:53.075911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:53.079292] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=32.13%)
[2025-12-17T20:21:53.079569] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-17T20:21:53.079712] [INFO ] [sig       ] FCCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:53.217335] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCCO.txt
[2025-12-17T20:21:53.217496] [INFO ] [sig       ] [1191/3576] Completed FCCO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:53.217534] [INFO ] [sig       ] [1192/3576] Forecasting FCEL...
[2025-12-17T20:21:53.217564] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-17T20:21:53.217613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-17T20:21:53.229102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-17T20:21:53.229441] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-17T20:21:53.230242] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-17T20:21:53.230294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:53.230327] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:53.230353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:53.230565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:53.288101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:53.288983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:53.289068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:53.289101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:53.407903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:53.408077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:53.408120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:53.408150] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:53.411653] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-17T20:21:53.411926] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-17T20:21:53.412066] [INFO ] [sig       ] FCEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:53.551143] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCEL.txt
[2025-12-17T20:21:53.551302] [INFO ] [sig       ] [1192/3576] Completed FCEL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:53.551349] [INFO ] [sig       ] [1193/3576] Forecasting FCF...
[2025-12-17T20:21:53.551383] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-17T20:21:53.551413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-17T20:21:53.563427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-17T20:21:53.563778] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-17T20:21:53.564683] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-17T20:21:53.564742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:53.564773] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:53.564800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:53.564855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:53.620623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:53.621266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:53.621371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:53.621403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:53.744325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:53.744475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:53.744516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:53.744546] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:53.747974] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-17T20:21:53.748249] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-17T20:21:53.748376] [INFO ] [sig       ] FCF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:53.893931] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCF.txt
[2025-12-17T20:21:53.894081] [INFO ] [sig       ] [1193/3576] Completed FCF in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:53.894119] [INFO ] [sig       ] [1194/3576] Forecasting FCFS...
[2025-12-17T20:21:53.894151] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-17T20:21:53.894186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-17T20:21:53.906184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-17T20:21:53.906502] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-17T20:21:53.907262] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-17T20:21:53.907314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:53.907346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:53.907372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:53.907427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:53.962947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:53.963710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:53.963786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:53.963819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:54.082011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:54.082163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:54.082218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:54.082247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:54.085513] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-17T20:21:54.085803] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-17T20:21:54.085923] [INFO ] [sig       ] FCFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:54.227262] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCFS.txt
[2025-12-17T20:21:54.227406] [INFO ] [sig       ] [1194/3576] Completed FCFS in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:54.227446] [INFO ] [sig       ] [1195/3576] Forecasting FCN...
[2025-12-17T20:21:54.227476] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-17T20:21:54.227506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-17T20:21:54.239257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-17T20:21:54.239592] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-17T20:21:54.240362] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-17T20:21:54.240413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:54.240444] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:54.240470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:54.240525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:54.297398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:54.298204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:54.298282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:54.298314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:54.415318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:54.415469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:54.415508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:54.415535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:54.418798] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2025-12-17T20:21:54.419078] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-17T20:21:54.419199] [INFO ] [sig       ] FCN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:54.555708] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCN.txt
[2025-12-17T20:21:54.555839] [INFO ] [sig       ] [1195/3576] Completed FCN in 0.3s | 2.92 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:54.555876] [INFO ] [sig       ] [1196/3576] Forecasting FCNCA...
[2025-12-17T20:21:54.555905] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-17T20:21:54.555934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-17T20:21:54.567256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-17T20:21:54.567616] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-17T20:21:54.568365] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-17T20:21:54.568416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:54.568447] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:54.568473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:54.568527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:54.622945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:54.623615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:54.623709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:54.623742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:54.737829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:54.737981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:54.738019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:54.738048] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:54.741329] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=30.69%)
[2025-12-17T20:21:54.741616] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-17T20:21:54.741738] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:54.878114] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCNCA.txt
[2025-12-17T20:21:54.878317] [INFO ] [sig       ] [1196/3576] Completed FCNCA in 0.3s | 2.92 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:54.878392] [INFO ] [sig       ] [1197/3576] Forecasting FCNCO...
[2025-12-17T20:21:54.878431] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-17T20:21:54.878473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-17T20:21:54.891817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-17T20:21:54.892160] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-17T20:21:54.892977] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-17T20:21:54.893028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:54.893059] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:54.893084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:54.893138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:54.949035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:54.949816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:54.949896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:54.949928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:55.057867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:55.058021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:55.058062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:55.058091] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:55.061618] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-17T20:21:55.061895] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-17T20:21:55.062021] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:55.205802] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FCNCO.txt
[2025-12-17T20:21:55.205940] [INFO ] [sig       ] [1197/3576] Completed FCNCO in 0.3s | 2.92 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:55.205978] [INFO ] [sig       ] [1198/3576] Forecasting FCNCP...
[2025-12-17T20:21:55.206008] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-17T20:21:55.206038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-17T20:21:55.218799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-17T20:21:55.219138] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-17T20:21:55.220016] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-17T20:21:55.220070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:55.220113] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:55.220142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:55.220200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:55.277148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:55.277911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:55.277988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:55.278020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:55.380136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:55.380290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:55.380331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:55.380360] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:55.384229] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-17T20:21:55.384509] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-17T20:21:55.384654] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:55.527017] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FCNCP.txt
[2025-12-17T20:21:55.527146] [INFO ] [sig       ] [1198/3576] Completed FCNCP in 0.3s | 2.92 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-17T20:21:55.527185] [INFO ] [sig       ] [1199/3576] Forecasting FCTE...
[2025-12-17T20:21:55.527213] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-17T20:21:55.527247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-17T20:21:55.538745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-17T20:21:55.539047] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-17T20:21:55.539842] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-17T20:21:55.539895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:55.539927] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:55.539956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:55.540013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:55.596985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:55.597789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:55.597872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:55.597908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:55.718262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:55.718434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:55.718473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:55.718503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:55.721957] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-17T20:21:55.722233] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-17T20:21:55.722357] [INFO ] [sig       ] FCTE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:55.863298] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FCTE.txt
[2025-12-17T20:21:55.863449] [INFO ] [sig       ] [1199/3576] Completed FCTE in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:55.863489] [INFO ] [sig       ] [1200/3576] Forecasting FCX...
[2025-12-17T20:21:55.863518] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-17T20:21:55.863547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-17T20:21:55.875645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-17T20:21:55.875973] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-17T20:21:55.876724] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-17T20:21:55.876774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:55.876830] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:55.876858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:55.876936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:55.935032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:55.935796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:55.935876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:55.935910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:56.062780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:56.062933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:56.062973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:56.063000] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:56.066375] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-17T20:21:56.066658] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-17T20:21:56.066782] [INFO ] [sig       ] FCX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:56.208270] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FCX.txt
[2025-12-17T20:21:56.208407] [INFO ] [sig       ] [1200/3576] Completed FCX in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:56.208445] [INFO ] [sig       ] [1201/3576] Forecasting FDBC...
[2025-12-17T20:21:56.208475] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-17T20:21:56.208505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-17T20:21:56.218733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-17T20:21:56.219045] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-17T20:21:56.219926] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-17T20:21:56.219980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:56.220011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:56.220039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:56.220095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:56.277612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:56.278428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:56.278508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:56.278541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:56.373433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:56.373598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:56.373641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:56.373674] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:56.377467] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-17T20:21:56.377808] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-17T20:21:56.377950] [INFO ] [sig       ] FDBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:56.526685] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDBC.txt
[2025-12-17T20:21:56.526837] [INFO ] [sig       ] [1201/3576] Completed FDBC in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:56.526876] [INFO ] [sig       ] [1202/3576] Forecasting FDIF...
[2025-12-17T20:21:56.526911] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-17T20:21:56.526942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-17T20:21:56.538727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-17T20:21:56.539080] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-17T20:21:56.539866] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-17T20:21:56.539919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:56.539953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:56.539980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:56.540037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:56.597112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:56.597976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:56.598059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:56.598093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:56.706340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:56.706490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:56.706528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:56.706554] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:56.709866] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-17T20:21:56.710139] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-17T20:21:56.710265] [INFO ] [sig       ] FDIF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:56.848824] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDIF.txt
[2025-12-17T20:21:56.848973] [INFO ] [sig       ] [1202/3576] Completed FDIF in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:56.849014] [INFO ] [sig       ] [1203/3576] Forecasting FDIG...
[2025-12-17T20:21:56.849043] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-17T20:21:56.849074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-17T20:21:56.860045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-17T20:21:56.860342] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-17T20:21:56.861104] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-17T20:21:56.861156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:56.861187] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:56.861213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:56.861267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:56.917599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:56.918335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:56.918417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:56.918449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:57.035617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:57.035768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:57.035809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:57.035870] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:57.039252] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-17T20:21:57.039562] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-17T20:21:57.039825] [INFO ] [sig       ] FDIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:57.178911] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FDIG.txt
[2025-12-17T20:21:57.179048] [INFO ] [sig       ] [1203/3576] Completed FDIG in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:57.179088] [INFO ] [sig       ] [1204/3576] Forecasting FDP...
[2025-12-17T20:21:57.179116] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-17T20:21:57.179146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-17T20:21:57.191778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-17T20:21:57.192283] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-17T20:21:57.193443] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-17T20:21:57.193524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:57.193559] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:57.193631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:57.193720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:57.251072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:57.251953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:57.252037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:57.252070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:57.377204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:57.377365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:57.377406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:57.377437] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:57.380914] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-17T20:21:57.381226] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-17T20:21:57.381384] [INFO ] [sig       ] FDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:57.521076] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDP.txt
[2025-12-17T20:21:57.521204] [INFO ] [sig       ] [1204/3576] Completed FDP in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:57.521243] [INFO ] [sig       ] [1205/3576] Forecasting FDS...
[2025-12-17T20:21:57.521272] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-17T20:21:57.521302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-17T20:21:57.532468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-17T20:21:57.532800] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-17T20:21:57.533542] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-17T20:21:57.533609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:57.533641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:57.533667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:57.533722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:57.589319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:57.590109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:57.590189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:57.590221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:57.706060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:57.706209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:57.706248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:57.706295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:57.709680] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-17T20:21:57.709948] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-17T20:21:57.710078] [INFO ] [sig       ] FDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:57.850295] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDS.txt
[2025-12-17T20:21:57.850428] [INFO ] [sig       ] [1205/3576] Completed FDS in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-17T20:21:57.850663] [INFO ] [sig       ] [1206/3576] Forecasting FDTX...
[2025-12-17T20:21:57.850700] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-17T20:21:57.850740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-17T20:21:57.862392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-17T20:21:57.862717] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-17T20:21:57.863446] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-17T20:21:57.863498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:57.863538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:57.863594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:57.863655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:57.921493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:57.922241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:57.922328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:57.922361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:58.046919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:58.047072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:58.047112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:58.047141] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:58.050588] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-17T20:21:58.050864] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-17T20:21:58.050992] [INFO ] [sig       ] FDTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:58.196095] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FDTX.txt
[2025-12-17T20:21:58.196307] [INFO ] [sig       ] [1206/3576] Completed FDTX in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:58.196376] [INFO ] [sig       ] [1207/3576] Forecasting FDUS...
[2025-12-17T20:21:58.196419] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-17T20:21:58.196463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-17T20:21:58.209196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-17T20:21:58.209609] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-17T20:21:58.210625] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-17T20:21:58.210681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:58.210713] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:58.210739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:58.210794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:58.269590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:58.270433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:58.270535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:58.270568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:58.389625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:58.389792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:58.389837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:58.389866] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:58.393198] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-17T20:21:58.393471] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-17T20:21:58.393613] [INFO ] [sig       ] FDUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:58.539917] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDUS.txt
[2025-12-17T20:21:58.540069] [INFO ] [sig       ] [1207/3576] Completed FDUS in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:58.540110] [INFO ] [sig       ] [1208/3576] Forecasting FDX...
[2025-12-17T20:21:58.540138] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-17T20:21:58.540168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-17T20:21:58.553886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-17T20:21:58.554286] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-17T20:21:58.555087] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-17T20:21:58.555138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:58.555170] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:58.555195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:58.555250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:58.612179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:58.613036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:58.613124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:58.613157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:58.740805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:58.740959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:58.740999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:58.741030] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:58.744662] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-17T20:21:58.744953] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-17T20:21:58.745084] [INFO ] [sig       ] FDX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:58.894033] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FDX.txt
[2025-12-17T20:21:58.894171] [INFO ] [sig       ] [1208/3576] Completed FDX in 0.4s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:58.894210] [INFO ] [sig       ] [1209/3576] Forecasting FE...
[2025-12-17T20:21:58.894240] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-17T20:21:58.894276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-17T20:21:58.910170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-17T20:21:58.910641] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-17T20:21:58.911654] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-17T20:21:58.911717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:58.911758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:58.911807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:58.911889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:58.971113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:58.972017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:58.972102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:58.972135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:59.092692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:59.092850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:59.092891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:59.092919] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:59.096317] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=47.12%)
[2025-12-17T20:21:59.096602] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-17T20:21:59.096727] [INFO ] [sig       ] FE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:59.237038] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FE.txt
[2025-12-17T20:21:59.237189] [INFO ] [sig       ] [1209/3576] Completed FE in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:59.237231] [INFO ] [sig       ] [1210/3576] Forecasting FEIM...
[2025-12-17T20:21:59.237260] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-17T20:21:59.237290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-17T20:21:59.248496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-17T20:21:59.248928] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-17T20:21:59.249754] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-17T20:21:59.249805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:59.249836] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:59.249864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:59.249919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:59.305666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:59.306485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:59.306614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:59.306650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:59.422525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:59.422700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:59.422740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:59.422769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:59.426162] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-17T20:21:59.426453] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-17T20:21:59.426599] [INFO ] [sig       ] FEIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:21:59.566502] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FEIM.txt
[2025-12-17T20:21:59.566670] [INFO ] [sig       ] [1210/3576] Completed FEIM in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:59.566713] [INFO ] [sig       ] [1211/3576] Forecasting FELE...
[2025-12-17T20:21:59.566743] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-17T20:21:59.566772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-17T20:21:59.578335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-17T20:21:59.578685] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-17T20:21:59.579458] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-17T20:21:59.579508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:59.579539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:59.579565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:59.579641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:59.635092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:59.635785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:59.635865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:59.635896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:21:59.757335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:21:59.757489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:21:59.757530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:21:59.757558] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:21:59.760948] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-17T20:21:59.761215] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-17T20:21:59.761344] [INFO ] [sig       ] FELE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:21:59.900820] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FELE.txt
[2025-12-17T20:21:59.900974] [INFO ] [sig       ] [1211/3576] Completed FELE in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:21:59.901015] [INFO ] [sig       ] [1212/3576] Forecasting FEM...
[2025-12-17T20:21:59.901045] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-17T20:21:59.901076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-17T20:21:59.913519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-17T20:21:59.913913] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-17T20:21:59.914750] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-17T20:21:59.914802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:21:59.914835] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:21:59.914883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:21:59.914962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:21:59.972794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:21:59.973653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:21:59.973741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:21:59.973774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:00.095832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:00.095954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:00.095994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:00.096022] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:00.099699] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-17T20:22:00.100081] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-17T20:22:00.100232] [INFO ] [sig       ] FEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:00.243040] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FEM.txt
[2025-12-17T20:22:00.243174] [INFO ] [sig       ] [1212/3576] Completed FEM in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:22:00.243213] [INFO ] [sig       ] [1213/3576] Forecasting FEMB...
[2025-12-17T20:22:00.243241] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-17T20:22:00.243277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-17T20:22:00.254782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-17T20:22:00.255082] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-17T20:22:00.255860] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-17T20:22:00.255922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:00.255961] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:00.255993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:00.256058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:00.311106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:00.311917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:00.312001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:00.312032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:00.437289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:00.437453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:00.437497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:00.437526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:00.440925] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-17T20:22:00.441193] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-17T20:22:00.441317] [INFO ] [sig       ] FEMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:00.579154] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FEMB.txt
[2025-12-17T20:22:00.579334] [INFO ] [sig       ] [1213/3576] Completed FEMB in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:22:00.579383] [INFO ] [sig       ] [1214/3576] Forecasting FEMS...
[2025-12-17T20:22:00.579418] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-17T20:22:00.579454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-17T20:22:00.590768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-17T20:22:00.591070] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-17T20:22:00.591863] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-17T20:22:00.591913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:00.591944] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:00.591970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:00.592025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:00.646618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:00.647255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:00.647345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:00.647384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:00.766373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:00.766528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:00.766566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:00.766615] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:00.769913] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-17T20:22:00.770181] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-17T20:22:00.770303] [INFO ] [sig       ] FEMS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:00.912208] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FEMS.txt
[2025-12-17T20:22:00.912442] [INFO ] [sig       ] [1214/3576] Completed FEMS in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:22:00.912513] [INFO ] [sig       ] [1215/3576] Forecasting FEP...
[2025-12-17T20:22:00.912557] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-17T20:22:00.912614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-17T20:22:00.925298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-17T20:22:00.925747] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-17T20:22:00.926544] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-17T20:22:00.926613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:00.926647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:00.926674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:00.926730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:00.984477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:00.985384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:00.985470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:00.985504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:01.103424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:01.103594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:01.103653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:01.103681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:01.107146] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-12-17T20:22:01.107412] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-17T20:22:01.107535] [INFO ] [sig       ] FEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:01.247903] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FEP.txt
[2025-12-17T20:22:01.248074] [INFO ] [sig       ] [1215/3576] Completed FEP in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:22:01.248126] [INFO ] [sig       ] [1216/3576] Forecasting FEPI...
[2025-12-17T20:22:01.248158] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-17T20:22:01.248190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-17T20:22:01.259374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-17T20:22:01.259697] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-17T20:22:01.260438] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-17T20:22:01.260489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:01.260521] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:01.260548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:01.260624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:01.316541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:01.317202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:01.317277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:01.317309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:01.436911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:01.437059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:01.437098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:01.437127] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:01.440487] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-17T20:22:01.440767] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-17T20:22:01.440890] [INFO ] [sig       ] FEPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:01.580398] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FEPI.txt
[2025-12-17T20:22:01.580543] [INFO ] [sig       ] [1216/3576] Completed FEPI in 0.3s | 2.92 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-17T20:22:01.580598] [INFO ] [sig       ] [1217/3576] Forecasting FERG...
[2025-12-17T20:22:01.580629] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-17T20:22:01.580658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-17T20:22:01.592307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-17T20:22:01.592658] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-17T20:22:01.593402] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-17T20:22:01.593455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:01.593513] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:01.593541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:01.593616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:01.648883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:01.649745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:01.649824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:01.649857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:01.774371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:01.774530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:01.774585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:01.774616] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:01.777972] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-17T20:22:01.778235] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-17T20:22:01.778357] [INFO ] [sig       ] FERG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:01.949160] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FERG.txt
[2025-12-17T20:22:01.949324] [INFO ] [sig       ] [1217/3576] Completed FERG in 0.4s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:01.949375] [INFO ] [sig       ] [1218/3576] Forecasting FEX...
[2025-12-17T20:22:01.949411] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-17T20:22:01.949447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-17T20:22:01.961260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-17T20:22:01.961668] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-17T20:22:01.962451] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-17T20:22:01.962504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:01.962535] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:01.962562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:01.962800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:02.024893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:02.025803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:02.025904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:02.025938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:02.142376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:02.142534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:02.142593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:02.142625] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:02.146125] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-17T20:22:02.146446] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-17T20:22:02.146603] [INFO ] [sig       ] FEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:02.299389] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FEX.txt
[2025-12-17T20:22:02.299548] [INFO ] [sig       ] [1218/3576] Completed FEX in 0.4s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:02.299610] [INFO ] [sig       ] [1219/3576] Forecasting FF...
[2025-12-17T20:22:02.299643] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-17T20:22:02.299674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-17T20:22:02.311514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-17T20:22:02.311934] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-17T20:22:02.312812] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-17T20:22:02.312865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:02.312898] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:02.312926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:02.312984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:02.367729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:02.368609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:02.368693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:02.368725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:02.488496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:02.488661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:02.488700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:02.488727] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:02.492095] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=38.67%)
[2025-12-17T20:22:02.492374] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-17T20:22:02.492504] [INFO ] [sig       ] FF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:02.631670] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FF.txt
[2025-12-17T20:22:02.631797] [INFO ] [sig       ] [1219/3576] Completed FF in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:02.631835] [INFO ] [sig       ] [1220/3576] Forecasting FFA...
[2025-12-17T20:22:02.631864] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-17T20:22:02.631895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-17T20:22:02.643621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-17T20:22:02.644019] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-17T20:22:02.644844] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-17T20:22:02.644896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:02.644927] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:02.644954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:02.645009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:02.702376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:02.703282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:02.703368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:02.703402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:02.832542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:02.832927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:02.832967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:02.832996] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:02.836524] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=18.37%)
[2025-12-17T20:22:02.836829] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-17T20:22:02.836968] [INFO ] [sig       ] FFA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:02.979532] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FFA.txt
[2025-12-17T20:22:02.979708] [INFO ] [sig       ] [1220/3576] Completed FFA in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:02.979749] [INFO ] [sig       ] [1221/3576] Forecasting FFBC...
[2025-12-17T20:22:02.979781] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-17T20:22:02.979810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-17T20:22:02.992455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-17T20:22:02.992791] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-17T20:22:02.993596] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-17T20:22:02.993649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:02.993681] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:02.993706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:02.993762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:03.050755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:03.051381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:03.051466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:03.051497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:03.173390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:03.173566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:03.173624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:03.173654] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:03.177090] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=56.05%)
[2025-12-17T20:22:03.177374] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-17T20:22:03.177504] [INFO ] [sig       ] FFBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:03.319292] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FFBC.txt
[2025-12-17T20:22:03.319454] [INFO ] [sig       ] [1221/3576] Completed FFBC in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:03.319495] [INFO ] [sig       ] [1222/3576] Forecasting FFC...
[2025-12-17T20:22:03.319525] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-17T20:22:03.319554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-17T20:22:03.331452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-17T20:22:03.331861] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-17T20:22:03.332674] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-17T20:22:03.332741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:03.332775] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:03.332802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:03.332857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:03.390732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:03.391554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:03.391670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:03.391721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:03.515881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:03.516029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:03.516070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:03.516108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:03.519624] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-17T20:22:03.519895] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-17T20:22:03.520018] [INFO ] [sig       ] FFC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:03.662398] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FFC.txt
[2025-12-17T20:22:03.662539] [INFO ] [sig       ] [1222/3576] Completed FFC in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-17T20:22:03.662599] [INFO ] [sig       ] [1223/3576] Forecasting FFIC...
[2025-12-17T20:22:03.662631] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-17T20:22:03.662661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-17T20:22:03.675333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-17T20:22:03.675697] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-17T20:22:03.676539] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-17T20:22:03.676612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:03.676646] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:03.676673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:03.676728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:03.735040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:03.736131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:03.736216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:03.736249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:03.857418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:03.857601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:03.857807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:03.857835] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:03.861544] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-17T20:22:03.861897] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-17T20:22:03.862037] [INFO ] [sig       ] FFIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:04.016902] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FFIC.txt
[2025-12-17T20:22:04.017057] [INFO ] [sig       ] [1223/3576] Completed FFIC in 0.4s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:04.017099] [INFO ] [sig       ] [1224/3576] Forecasting FFIN...
[2025-12-17T20:22:04.017127] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-17T20:22:04.017157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-17T20:22:04.029515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-17T20:22:04.029872] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-17T20:22:04.030713] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-17T20:22:04.030765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:04.030796] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:04.030821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:04.030876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:04.086254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:04.087030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:04.087108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:04.087139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:04.205159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:04.205310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:04.205347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:04.205376] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:04.208697] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2025-12-17T20:22:04.209011] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-17T20:22:04.209150] [INFO ] [sig       ] FFIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:04.350603] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FFIN.txt
[2025-12-17T20:22:04.350745] [INFO ] [sig       ] [1224/3576] Completed FFIN in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:04.350795] [INFO ] [sig       ] [1225/3576] Forecasting FFWM...
[2025-12-17T20:22:04.350826] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-17T20:22:04.350856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-17T20:22:04.362346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-17T20:22:04.362649] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-17T20:22:04.363379] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-17T20:22:04.363430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:04.363460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:04.363485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:04.363540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:04.423530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:04.424283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:04.424361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:04.424393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:04.541712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:04.541865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:04.541904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:04.541932] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:04.545212] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-17T20:22:04.545473] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-17T20:22:04.545611] [INFO ] [sig       ] FFWM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:04.685247] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FFWM.txt
[2025-12-17T20:22:04.685372] [INFO ] [sig       ] [1225/3576] Completed FFWM in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:04.685416] [INFO ] [sig       ] [1226/3576] Forecasting FG...
[2025-12-17T20:22:04.685446] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-17T20:22:04.685480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-17T20:22:04.696897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-17T20:22:04.697173] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-17T20:22:04.697943] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-17T20:22:04.697995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:04.698026] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:04.698052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:04.698107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:04.754135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:04.754837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:04.754914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:04.754949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:04.873779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:04.873933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:04.873971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:04.873999] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:04.877272] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-17T20:22:04.877593] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-17T20:22:04.877715] [INFO ] [sig       ] FG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:05.016033] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FG.txt
[2025-12-17T20:22:05.016153] [INFO ] [sig       ] [1226/3576] Completed FG in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:05.016191] [INFO ] [sig       ] [1227/3576] Forecasting FGEN...
[2025-12-17T20:22:05.016221] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-17T20:22:05.016250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-17T20:22:05.027664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-17T20:22:05.027979] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-17T20:22:05.028735] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-17T20:22:05.028784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:05.028814] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:05.028841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:05.028941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:05.084480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:05.085094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:05.085194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:05.085226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:05.201717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:05.201865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:05.201903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:05.201931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:05.205206] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=36.33%)
[2025-12-17T20:22:05.205472] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-17T20:22:05.205631] [INFO ] [sig       ] FGEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:05.352322] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FGEN.txt
[2025-12-17T20:22:05.352493] [INFO ] [sig       ] [1227/3576] Completed FGEN in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:05.352532] [INFO ] [sig       ] [1228/3576] Forecasting FHB...
[2025-12-17T20:22:05.352563] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-17T20:22:05.352613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-17T20:22:05.364127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-17T20:22:05.364501] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-17T20:22:05.365284] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-17T20:22:05.365334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:05.365365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:05.365391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:05.365447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:05.430106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:05.431161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:05.431263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:05.431304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:05.554096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:05.554238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:05.554280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:05.554310] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:05.557724] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-12-17T20:22:05.557997] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-17T20:22:05.558123] [INFO ] [sig       ] FHB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:05.702436] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FHB.txt
[2025-12-17T20:22:05.702628] [INFO ] [sig       ] [1228/3576] Completed FHB in 0.4s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:05.702669] [INFO ] [sig       ] [1229/3576] Forecasting FHI...
[2025-12-17T20:22:05.702699] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-17T20:22:05.702729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-17T20:22:05.715631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-17T20:22:05.716033] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-17T20:22:05.716848] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-17T20:22:05.716901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:05.716933] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:05.716960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:05.717016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:05.776690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:05.777518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:05.777620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:05.777656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:05.896808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:05.896962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:05.897017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:05.897046] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:05.901311] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=22.18%)
[2025-12-17T20:22:05.901776] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-17T20:22:05.901942] [INFO ] [sig       ] FHI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:06.039186] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FHI.txt
[2025-12-17T20:22:06.039317] [INFO ] [sig       ] [1229/3576] Completed FHI in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:06.039354] [INFO ] [sig       ] [1230/3576] Forecasting FHN...
[2025-12-17T20:22:06.039383] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-17T20:22:06.039413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-17T20:22:06.051284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-17T20:22:06.051609] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-17T20:22:06.052354] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-17T20:22:06.052405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:06.052439] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:06.052471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:06.052538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:06.108256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:06.109065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:06.109150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:06.109182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:06.229002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:06.229150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:06.229190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:06.229218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:06.232650] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-17T20:22:06.232923] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-17T20:22:06.233049] [INFO ] [sig       ] FHN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:06.371549] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FHN.txt
[2025-12-17T20:22:06.371743] [INFO ] [sig       ] [1230/3576] Completed FHN in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:06.371783] [INFO ] [sig       ] [1231/3576] Forecasting FHTX...
[2025-12-17T20:22:06.371812] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-17T20:22:06.371842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-17T20:22:06.383001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-17T20:22:06.383285] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-17T20:22:06.384038] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-17T20:22:06.384088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:06.384119] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:06.384145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:06.384200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:06.439991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:06.440887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:06.440989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:06.441024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:06.575154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:06.575305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:06.575345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:06.575373] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:06.578709] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-17T20:22:06.578996] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-17T20:22:06.579120] [INFO ] [sig       ] FHTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:06.719951] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FHTX.txt
[2025-12-17T20:22:06.720110] [INFO ] [sig       ] [1231/3576] Completed FHTX in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:06.720148] [INFO ] [sig       ] [1232/3576] Forecasting FIBK...
[2025-12-17T20:22:06.720177] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-17T20:22:06.720209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-17T20:22:06.731602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-17T20:22:06.731962] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-17T20:22:06.732749] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-17T20:22:06.732799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:06.732830] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:06.732856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:06.732911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:06.788288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:06.789232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:06.789334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:06.789366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:06.905502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:06.905680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:06.905719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:06.905747] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:06.909147] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-17T20:22:06.909432] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-17T20:22:06.909563] [INFO ] [sig       ] FIBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:07.050625] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIBK.txt
[2025-12-17T20:22:07.050777] [INFO ] [sig       ] [1232/3576] Completed FIBK in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:07.050816] [INFO ] [sig       ] [1233/3576] Forecasting FICO...
[2025-12-17T20:22:07.050845] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-17T20:22:07.050876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-17T20:22:07.062440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-17T20:22:07.062809] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-17T20:22:07.063554] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-17T20:22:07.063626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:07.063671] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:07.063699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:07.063754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:07.119737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:07.120603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:07.120695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:07.120726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:07.240141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:07.240315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:07.240354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:07.240383] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:07.243804] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-17T20:22:07.244078] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-17T20:22:07.244201] [INFO ] [sig       ] FICO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:07.385548] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FICO.txt
[2025-12-17T20:22:07.385725] [INFO ] [sig       ] [1233/3576] Completed FICO in 0.3s | 2.92 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-17T20:22:07.385764] [INFO ] [sig       ] [1234/3576] Forecasting FICS...
[2025-12-17T20:22:07.385793] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-17T20:22:07.385824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-17T20:22:07.397425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-17T20:22:07.397821] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-17T20:22:07.398613] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-17T20:22:07.398666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:07.398724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:07.398752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:07.398811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:07.460406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:07.461516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:07.461647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:07.461699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:07.597090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:07.597244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:07.597284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:07.597313] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:07.601287] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-17T20:22:07.601596] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-17T20:22:07.601730] [INFO ] [sig       ] FICS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:07.741203] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FICS.txt
[2025-12-17T20:22:07.741350] [INFO ] [sig       ] [1234/3576] Completed FICS in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:07.741390] [INFO ] [sig       ] [1235/3576] Forecasting FID...
[2025-12-17T20:22:07.741420] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-17T20:22:07.741450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-17T20:22:07.753347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-17T20:22:07.753705] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-17T20:22:07.754461] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-17T20:22:07.754513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:07.754549] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:07.754601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:07.754661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:07.812627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:07.813451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:07.813549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:07.813612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:07.931100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:07.931249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:07.931290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:07.931320] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:07.934769] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-17T20:22:07.935040] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-17T20:22:07.935165] [INFO ] [sig       ] FID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:08.073961] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FID.txt
[2025-12-17T20:22:08.074080] [INFO ] [sig       ] [1235/3576] Completed FID in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:08.074116] [INFO ] [sig       ] [1236/3576] Forecasting FIGS...
[2025-12-17T20:22:08.074145] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-17T20:22:08.074174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-17T20:22:08.085441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-17T20:22:08.085740] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-17T20:22:08.086487] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-17T20:22:08.086539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:08.086589] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:08.086620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:08.086678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:08.143069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:08.143686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:08.143766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:08.143799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:08.262871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:08.263003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:08.263040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:08.263067] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:08.266311] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-17T20:22:08.266596] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-17T20:22:08.266718] [INFO ] [sig       ] FIGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:08.406391] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIGS.txt
[2025-12-17T20:22:08.406511] [INFO ] [sig       ] [1236/3576] Completed FIGS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:08.406555] [INFO ] [sig       ] [1237/3576] Forecasting FIHL...
[2025-12-17T20:22:08.406620] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-17T20:22:08.406660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-17T20:22:08.418660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-17T20:22:08.418982] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-17T20:22:08.419812] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-17T20:22:08.419862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:08.419894] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:08.419921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:08.419977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:08.477246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:08.477897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:08.477976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:08.478009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:08.598806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:08.598984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:08.599025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:08.599089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:08.603471] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-17T20:22:08.603796] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-17T20:22:08.603935] [INFO ] [sig       ] FIHL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:08.745087] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FIHL.txt
[2025-12-17T20:22:08.745226] [INFO ] [sig       ] [1237/3576] Completed FIHL in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:08.745265] [INFO ] [sig       ] [1238/3576] Forecasting FINS...
[2025-12-17T20:22:08.745294] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-17T20:22:08.745324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-17T20:22:08.758190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-17T20:22:08.758515] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-17T20:22:08.759335] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-17T20:22:08.759387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:08.759419] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:08.759445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:08.759505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:08.817240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:08.817925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:08.818007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:08.818040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:08.938912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:08.939072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:08.939112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:08.939138] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:08.942503] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-17T20:22:08.942816] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-17T20:22:08.942940] [INFO ] [sig       ] FINS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:09.082134] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FINS.txt
[2025-12-17T20:22:09.082272] [INFO ] [sig       ] [1238/3576] Completed FINS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:09.082310] [INFO ] [sig       ] [1239/3576] Forecasting FINX...
[2025-12-17T20:22:09.082339] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-17T20:22:09.082370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-17T20:22:09.094743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-17T20:22:09.095070] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-17T20:22:09.095870] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-17T20:22:09.095924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:09.095957] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:09.095984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:09.096043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:09.154594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:09.155243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:09.155323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:09.155356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:09.271927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:09.272054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:09.272093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:09.272123] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:09.275343] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-12-17T20:22:09.275624] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-17T20:22:09.275746] [INFO ] [sig       ] FINX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:09.413254] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FINX.txt
[2025-12-17T20:22:09.413395] [INFO ] [sig       ] [1239/3576] Completed FINX in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-17T20:22:09.413434] [INFO ] [sig       ] [1240/3576] Forecasting FIP...
[2025-12-17T20:22:09.413464] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-17T20:22:09.413495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-17T20:22:09.425017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-17T20:22:09.425346] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-17T20:22:09.426126] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-17T20:22:09.426177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:09.426208] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:09.426234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:09.426290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:09.482239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:09.482945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:09.483024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:09.483055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:09.606263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:09.606414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:09.606455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:09.606501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:09.610006] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=76.48%)
[2025-12-17T20:22:09.610281] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-17T20:22:09.610407] [INFO ] [sig       ] FIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:09.754315] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIP.txt
[2025-12-17T20:22:09.754461] [INFO ] [sig       ] [1240/3576] Completed FIP in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:09.754500] [INFO ] [sig       ] [1241/3576] Forecasting FIS...
[2025-12-17T20:22:09.754529] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-17T20:22:09.754559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-17T20:22:09.765376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-17T20:22:09.765704] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-17T20:22:09.766441] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-17T20:22:09.766491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:09.766527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:09.766560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:09.766651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:09.821995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:09.822637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:09.822714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:09.822746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:09.939504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:09.939670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:09.939715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:09.939746] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:09.942948] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-12-17T20:22:09.943211] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-17T20:22:09.943336] [INFO ] [sig       ] FIS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:10.080151] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIS.txt
[2025-12-17T20:22:10.080277] [INFO ] [sig       ] [1241/3576] Completed FIS in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:10.080313] [INFO ] [sig       ] [1242/3576] Forecasting FISI...
[2025-12-17T20:22:10.080342] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-17T20:22:10.080372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-17T20:22:10.092058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-17T20:22:10.092347] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-17T20:22:10.093110] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-17T20:22:10.093161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:10.093191] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:10.093217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:10.093276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:10.148262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:10.148897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:10.148977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:10.149022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:10.267865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:10.268015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:10.268053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:10.268080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:10.271381] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-17T20:22:10.271664] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-17T20:22:10.271787] [INFO ] [sig       ] FISI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:10.409118] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FISI.txt
[2025-12-17T20:22:10.409239] [INFO ] [sig       ] [1242/3576] Completed FISI in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:10.409276] [INFO ] [sig       ] [1243/3576] Forecasting FITB...
[2025-12-17T20:22:10.409304] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-17T20:22:10.409334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-17T20:22:10.420562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-17T20:22:10.420868] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-17T20:22:10.421656] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-17T20:22:10.421718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:10.421749] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:10.421776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:10.421831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:10.478689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:10.479457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:10.479540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:10.479602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:10.598506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:10.598664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:10.598703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:10.598730] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:10.602040] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-17T20:22:10.602308] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-17T20:22:10.602431] [INFO ] [sig       ] FITB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:10.743183] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FITB.txt
[2025-12-17T20:22:10.743333] [INFO ] [sig       ] [1243/3576] Completed FITB in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:10.743370] [INFO ] [sig       ] [1244/3576] Forecasting FITBI...
[2025-12-17T20:22:10.743400] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-17T20:22:10.743430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-17T20:22:10.754264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-17T20:22:10.754563] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-17T20:22:10.755356] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-17T20:22:10.755407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:10.755438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:10.755466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:10.755531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:10.810912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:10.811511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:10.811629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:10.811664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:10.932533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:10.932694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:10.932741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:10.932769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:10.936002] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-17T20:22:10.936263] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-17T20:22:10.936386] [INFO ] [sig       ] FITBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:11.075943] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FITBI.txt
[2025-12-17T20:22:11.076061] [INFO ] [sig       ] [1244/3576] Completed FITBI in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:11.076100] [INFO ] [sig       ] [1245/3576] Forecasting FITBO...
[2025-12-17T20:22:11.076130] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-17T20:22:11.076160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-17T20:22:11.087170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-17T20:22:11.087481] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-17T20:22:11.088315] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-17T20:22:11.088369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:11.088402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:11.088429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:11.088485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:11.143705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:11.144292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:11.144369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:11.144401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:11.260691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:11.260843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:11.260883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:11.260911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:11.264186] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-17T20:22:11.264454] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-17T20:22:11.264594] [INFO ] [sig       ] FITBO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:11.402041] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FITBO.txt
[2025-12-17T20:22:11.402163] [INFO ] [sig       ] [1245/3576] Completed FITBO in 0.3s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:11.402201] [INFO ] [sig       ] [1246/3576] Forecasting FIVE...
[2025-12-17T20:22:11.402231] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-17T20:22:11.402261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-17T20:22:11.413984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-17T20:22:11.414288] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-17T20:22:11.415115] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-17T20:22:11.415167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:11.415198] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:11.415224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:11.415278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:11.471181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:11.471792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:11.471867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:11.471899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:11.595607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:11.595742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:11.595779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:11.595806] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:11.599117] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=67.21%)
[2025-12-17T20:22:11.599395] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-17T20:22:11.599557] [INFO ] [sig       ] FIVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:11.756960] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIVE.txt
[2025-12-17T20:22:11.757114] [INFO ] [sig       ] [1246/3576] Completed FIVE in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:11.757155] [INFO ] [sig       ] [1247/3576] Forecasting FIVN...
[2025-12-17T20:22:11.757184] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-17T20:22:11.757218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-17T20:22:11.771445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-17T20:22:11.771911] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-17T20:22:11.772962] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-17T20:22:11.773027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:11.773073] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:11.773113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:11.773195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:11.842144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:11.843029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:11.843113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:11.843145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:11.966326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:11.966475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:11.966514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:11.966543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:11.969893] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-17T20:22:11.970159] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-17T20:22:11.970281] [INFO ] [sig       ] FIVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:12.118342] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIVN.txt
[2025-12-17T20:22:12.118506] [INFO ] [sig       ] [1247/3576] Completed FIVN in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:12.118546] [INFO ] [sig       ] [1248/3576] Forecasting FIX...
[2025-12-17T20:22:12.118597] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-17T20:22:12.118638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-17T20:22:12.130899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-17T20:22:12.131322] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-17T20:22:12.132196] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-17T20:22:12.132251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:12.132282] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:12.132310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:12.132367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:12.195722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:12.196693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:12.196781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:12.196814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:12.322267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:12.322403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:12.322443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:12.322471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:12.325781] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-17T20:22:12.326044] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-17T20:22:12.326166] [INFO ] [sig       ] FIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:12.474063] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FIX.txt
[2025-12-17T20:22:12.474268] [INFO ] [sig       ] [1248/3576] Completed FIX in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:12.474319] [INFO ] [sig       ] [1249/3576] Forecasting FIXD...
[2025-12-17T20:22:12.474360] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-17T20:22:12.474405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-17T20:22:12.489314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-17T20:22:12.489815] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-17T20:22:12.490816] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-17T20:22:12.490880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:12.490920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:12.490953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:12.491030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:12.551766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:12.552670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:12.552755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:12.552788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:12.674881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:12.675061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:12.675117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:12.675160] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:12.679427] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=34.85%)
[2025-12-17T20:22:12.679750] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-17T20:22:12.679885] [INFO ] [sig       ] FIXD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:12.830046] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FIXD.txt
[2025-12-17T20:22:12.830204] [INFO ] [sig       ] [1249/3576] Completed FIXD in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:12.830244] [INFO ] [sig       ] [1250/3576] Forecasting FIZZ...
[2025-12-17T20:22:12.830274] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-17T20:22:12.830304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-17T20:22:12.846474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-17T20:22:12.846994] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-17T20:22:12.848157] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-17T20:22:12.848225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:12.848277] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:12.848325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:12.848415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:12.924787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:12.925744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:12.925835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:12.925869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:13.052050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:13.052200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:13.052241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:13.052270] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:13.055913] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-17T20:22:13.056186] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-17T20:22:13.056314] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:13.206982] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FIZZ.txt
[2025-12-17T20:22:13.207154] [INFO ] [sig       ] [1250/3576] Completed FIZZ in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:13.207215] [INFO ] [sig       ] [1251/3576] Forecasting FJP...
[2025-12-17T20:22:13.207259] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-17T20:22:13.207293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-17T20:22:13.218233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-17T20:22:13.218539] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-17T20:22:13.219382] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-17T20:22:13.219461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:13.219494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:13.219523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:13.219596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:13.280529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:13.281278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:13.281359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:13.281391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:13.402003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:13.402167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:13.402225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:13.402268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:13.406080] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-12-17T20:22:13.406391] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-17T20:22:13.406549] [INFO ] [sig       ] FJP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:13.559522] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FJP.txt
[2025-12-17T20:22:13.559690] [INFO ] [sig       ] [1251/3576] Completed FJP in 0.4s | 2.92 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-17T20:22:13.559731] [INFO ] [sig       ] [1252/3576] Forecasting FLEX...
[2025-12-17T20:22:13.559763] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-17T20:22:13.559796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-17T20:22:13.572293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-17T20:22:13.572630] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-17T20:22:13.573382] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-17T20:22:13.573432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:13.573462] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:13.573487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:13.573541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:13.629491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:13.630369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:13.630451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:13.630483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:13.751788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:13.751938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:13.751978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:13.752005] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:13.755295] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-17T20:22:13.755557] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-17T20:22:13.755696] [INFO ] [sig       ] FLEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:13.896279] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FLEX.txt
[2025-12-17T20:22:13.896437] [INFO ] [sig       ] [1252/3576] Completed FLEX in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:13.896476] [INFO ] [sig       ] [1253/3576] Forecasting FLGC...
[2025-12-17T20:22:13.896507] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-17T20:22:13.896536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-17T20:22:13.907466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-17T20:22:13.907788] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-17T20:22:13.908537] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-17T20:22:13.908607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:13.908647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:13.908679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:13.908747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:13.965343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:13.965982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:13.966060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:13.966092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:14.081529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:14.081691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:14.081732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:14.081759] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:14.084997] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-17T20:22:14.085273] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-17T20:22:14.085396] [INFO ] [sig       ] FLGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:14.225200] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLGC.txt
[2025-12-17T20:22:14.225326] [INFO ] [sig       ] [1253/3576] Completed FLGC in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:14.225364] [INFO ] [sig       ] [1254/3576] Forecasting FLL...
[2025-12-17T20:22:14.225395] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-17T20:22:14.225425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-17T20:22:14.236543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-17T20:22:14.236850] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-17T20:22:14.237602] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-17T20:22:14.237653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:14.237684] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:14.237709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:14.237763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:14.294839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:14.295467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:14.295545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:14.295594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:14.408964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:14.409114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:14.409188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:14.409218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:14.412521] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-17T20:22:14.412812] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-17T20:22:14.412934] [INFO ] [sig       ] FLL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:14.552373] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FLL.txt
[2025-12-17T20:22:14.552501] [INFO ] [sig       ] [1254/3576] Completed FLL in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:14.552540] [INFO ] [sig       ] [1255/3576] Forecasting FLNC...
[2025-12-17T20:22:14.552587] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-17T20:22:14.552621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-17T20:22:14.563730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-17T20:22:14.564033] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-17T20:22:14.564830] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-17T20:22:14.564880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:14.564911] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:14.564936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:14.564991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:14.620406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:14.621008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:14.621084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:14.621116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:14.740033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:14.740175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:14.740214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:14.740242] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:14.743780] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-17T20:22:14.744080] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-17T20:22:14.744208] [INFO ] [sig       ] FLNC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:14.885359] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FLNC.txt
[2025-12-17T20:22:14.885554] [INFO ] [sig       ] [1255/3576] Completed FLNC in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:14.885628] [INFO ] [sig       ] [1256/3576] Forecasting FLNG...
[2025-12-17T20:22:14.885672] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-17T20:22:14.885714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-17T20:22:14.900440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-17T20:22:14.900914] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-17T20:22:14.901953] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-17T20:22:14.902016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:14.902058] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:14.902095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:14.902172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:14.959820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:14.960666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:14.960752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:14.960784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:15.075720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:15.075854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:15.075892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:15.075919] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:15.079201] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-17T20:22:15.079464] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-17T20:22:15.079602] [INFO ] [sig       ] FLNG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:15.218912] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLNG.txt
[2025-12-17T20:22:15.219045] [INFO ] [sig       ] [1256/3576] Completed FLNG in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:15.219093] [INFO ] [sig       ] [1257/3576] Forecasting FLO...
[2025-12-17T20:22:15.219123] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-17T20:22:15.219153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-17T20:22:15.230568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-17T20:22:15.230910] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-17T20:22:15.231681] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-17T20:22:15.231755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:15.231794] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:15.231826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:15.231883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:15.289013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:15.289774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:15.289870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:15.289907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:15.411005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:15.411150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:15.411189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:15.411225] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:15.414537] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-17T20:22:15.414859] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-17T20:22:15.414987] [INFO ] [sig       ] FLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:15.555308] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLO.txt
[2025-12-17T20:22:15.555431] [INFO ] [sig       ] [1257/3576] Completed FLO in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-17T20:22:15.555469] [INFO ] [sig       ] [1258/3576] Forecasting FLS...
[2025-12-17T20:22:15.555498] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-17T20:22:15.555553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-17T20:22:15.566728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-17T20:22:15.567036] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-17T20:22:15.567865] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-17T20:22:15.567918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:15.567951] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:15.567979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:15.568035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:15.627246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:15.627926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:15.628007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:15.628041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:15.753218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:15.753362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:15.753406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:15.753450] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:15.756917] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-17T20:22:15.757186] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-17T20:22:15.757313] [INFO ] [sig       ] FLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:15.900134] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLS.txt
[2025-12-17T20:22:15.900260] [INFO ] [sig       ] [1258/3576] Completed FLS in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:15.900299] [INFO ] [sig       ] [1259/3576] Forecasting FLUX...
[2025-12-17T20:22:15.900330] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-17T20:22:15.900361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-17T20:22:15.911969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-17T20:22:15.912265] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-17T20:22:15.913063] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-17T20:22:15.913119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:15.913156] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:15.913184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:15.913240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:15.972364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:15.973244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:15.973328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:15.973361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:16.094624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:16.094779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:16.094829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:16.094862] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:16.098267] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2025-12-17T20:22:16.098539] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-17T20:22:16.098685] [INFO ] [sig       ] FLUX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:16.241366] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLUX.txt
[2025-12-17T20:22:16.241504] [INFO ] [sig       ] [1259/3576] Completed FLUX in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:16.241544] [INFO ] [sig       ] [1260/3576] Forecasting FLWS...
[2025-12-17T20:22:16.241591] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-17T20:22:16.241625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-17T20:22:16.253026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-17T20:22:16.253319] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-17T20:22:16.254112] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-17T20:22:16.254164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:16.254195] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:16.254221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:16.254277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:16.311868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:16.312513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:16.312608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:16.312644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:16.429583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:16.429735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:16.429778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:16.429806] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:16.433398] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-17T20:22:16.433693] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-17T20:22:16.433823] [INFO ] [sig       ] FLWS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:16.577058] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLWS.txt
[2025-12-17T20:22:16.577180] [INFO ] [sig       ] [1260/3576] Completed FLWS in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:16.577223] [INFO ] [sig       ] [1261/3576] Forecasting FLXS...
[2025-12-17T20:22:16.577252] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-17T20:22:16.577282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-17T20:22:16.588170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-17T20:22:16.588451] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-17T20:22:16.589243] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-17T20:22:16.589295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:16.589328] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:16.589354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:16.589409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:16.645908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:16.646606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:16.646687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:16.646718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:16.764205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:16.764343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:16.764381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:16.764409] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:16.767705] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-17T20:22:16.767975] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-17T20:22:16.768100] [INFO ] [sig       ] FLXS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:16.906488] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLXS.txt
[2025-12-17T20:22:16.906623] [INFO ] [sig       ] [1261/3576] Completed FLXS in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:16.906662] [INFO ] [sig       ] [1262/3576] Forecasting FLYE...
[2025-12-17T20:22:16.906691] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-17T20:22:16.906723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-17T20:22:16.917269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-17T20:22:16.917593] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-17T20:22:16.918326] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-17T20:22:16.918375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:16.918407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:16.918433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:16.918488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:16.974498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:16.975164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:16.975241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:16.975274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:17.097014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:17.097166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:17.097206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:17.097234] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:17.100650] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=45.37%)
[2025-12-17T20:22:17.100958] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-17T20:22:17.101082] [INFO ] [sig       ] FLYE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:17.239987] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FLYE.txt
[2025-12-17T20:22:17.240136] [INFO ] [sig       ] [1262/3576] Completed FLYE in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:17.240177] [INFO ] [sig       ] [1263/3576] Forecasting FMAO...
[2025-12-17T20:22:17.240207] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-17T20:22:17.240237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-17T20:22:17.251737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-17T20:22:17.252038] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-17T20:22:17.252835] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-17T20:22:17.252887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:17.252920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:17.252948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:17.253006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:17.310804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:17.311639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:17.311728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:17.311769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:17.421798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:17.421937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:17.421976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:17.422008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:17.425368] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-17T20:22:17.425657] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-17T20:22:17.425784] [INFO ] [sig       ] FMAO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:17.569614] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FMAO.txt
[2025-12-17T20:22:17.569738] [INFO ] [sig       ] [1263/3576] Completed FMAO in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:17.569778] [INFO ] [sig       ] [1264/3576] Forecasting FMB...
[2025-12-17T20:22:17.569810] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-17T20:22:17.569839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-17T20:22:17.581441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-17T20:22:17.581751] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-17T20:22:17.582536] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-17T20:22:17.582606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:17.582643] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:17.582671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:17.582729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:17.639814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:17.640461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:17.640540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:17.640591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:17.762675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:17.762830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:17.762885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:17.762915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:17.766181] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-17T20:22:17.766443] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-17T20:22:17.766612] [INFO ] [sig       ] FMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:17.905419] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FMB.txt
[2025-12-17T20:22:17.905545] [INFO ] [sig       ] [1264/3576] Completed FMB in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:17.905601] [INFO ] [sig       ] [1265/3576] Forecasting FMBH...
[2025-12-17T20:22:17.905633] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-17T20:22:17.905663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-17T20:22:17.916903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-17T20:22:17.917192] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-17T20:22:17.917951] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-17T20:22:17.918001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:17.918031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:17.918057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:17.918112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:17.972736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:17.973371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:17.973448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:17.973480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:18.092065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:18.092228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:18.092274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:18.092305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:18.095791] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-17T20:22:18.096069] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-17T20:22:18.096194] [INFO ] [sig       ] FMBH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:18.237936] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FMBH.txt
[2025-12-17T20:22:18.238087] [INFO ] [sig       ] [1265/3576] Completed FMBH in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:18.238128] [INFO ] [sig       ] [1266/3576] Forecasting FMC...
[2025-12-17T20:22:18.238159] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-17T20:22:18.238190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-17T20:22:18.250250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-17T20:22:18.250651] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-17T20:22:18.251424] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-17T20:22:18.251476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:18.251506] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:18.251531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:18.251609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:18.307226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:18.307960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:18.308038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:18.308069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:18.430105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:18.430258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:18.430297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:18.430324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:18.433610] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-17T20:22:18.433882] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-17T20:22:18.434005] [INFO ] [sig       ] FMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:18.573749] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FMC.txt
[2025-12-17T20:22:18.573906] [INFO ] [sig       ] [1266/3576] Completed FMC in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:18.573945] [INFO ] [sig       ] [1267/3576] Forecasting FMHI...
[2025-12-17T20:22:18.573975] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-17T20:22:18.574005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-17T20:22:18.585491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-17T20:22:18.585861] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-17T20:22:18.586631] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-17T20:22:18.586682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:18.586712] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:18.586738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:18.586793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:18.641729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:18.642495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:18.642591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:18.642625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:18.764704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:18.764857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:18.764899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:18.764929] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:18.768432] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-17T20:22:18.768726] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-17T20:22:18.768852] [INFO ] [sig       ] FMHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:18.913391] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FMHI.txt
[2025-12-17T20:22:18.913559] [INFO ] [sig       ] [1267/3576] Completed FMHI in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:18.913623] [INFO ] [sig       ] [1268/3576] Forecasting FMN...
[2025-12-17T20:22:18.913654] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-17T20:22:18.913688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-17T20:22:18.925690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-17T20:22:18.926034] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-17T20:22:18.927076] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-17T20:22:18.927140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:18.927197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:18.927241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:18.927326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:18.983845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:18.984484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:18.984559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:18.984611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:19.099137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:19.099293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:19.099334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:19.099363] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:19.102942] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-17T20:22:19.103215] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-17T20:22:19.103342] [INFO ] [sig       ] FMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:19.245427] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FMN.txt
[2025-12-17T20:22:19.245602] [INFO ] [sig       ] [1268/3576] Completed FMN in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:19.245643] [INFO ] [sig       ] [1269/3576] Forecasting FMNB...
[2025-12-17T20:22:19.245675] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-17T20:22:19.245705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-17T20:22:19.257553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-17T20:22:19.257996] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-17T20:22:19.258880] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-17T20:22:19.258934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:19.258966] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:19.258993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:19.259049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:19.315399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:19.316300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:19.316382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:19.316415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:19.429392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:19.429547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:19.429604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:19.429635] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:19.433031] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-17T20:22:19.433306] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-17T20:22:19.433435] [INFO ] [sig       ] FMNB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:19.577546] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FMNB.txt
[2025-12-17T20:22:19.577693] [INFO ] [sig       ] [1269/3576] Completed FMNB in 0.3s | 2.92 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-17T20:22:19.577732] [INFO ] [sig       ] [1270/3576] Forecasting FMS...
[2025-12-17T20:22:19.577761] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-17T20:22:19.577793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-17T20:22:19.589296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-17T20:22:19.589643] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-17T20:22:19.590438] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-17T20:22:19.590490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:19.590523] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:19.590549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:19.590639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:19.646895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:19.647726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:19.647804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:19.647836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:19.771328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:19.771478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:19.771516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:19.771545] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:19.774820] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-17T20:22:19.775083] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-17T20:22:19.775202] [INFO ] [sig       ] FMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:19.917532] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FMS.txt
[2025-12-17T20:22:19.917718] [INFO ] [sig       ] [1270/3576] Completed FMS in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-17T20:22:19.917766] [INFO ] [sig       ] [1271/3576] Forecasting FMX...
[2025-12-17T20:22:19.917796] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-17T20:22:19.917830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-17T20:22:19.929230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-17T20:22:19.929548] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-17T20:22:19.930347] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-17T20:22:19.930399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:19.930431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:19.930458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:19.930514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:19.986631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:19.987476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:19.987596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:19.987656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:20.112635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:20.112817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:20.112857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:20.112885] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:20.116279] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-17T20:22:20.116559] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-17T20:22:20.116741] [INFO ] [sig       ] FMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:20.257762] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FMX.txt
[2025-12-17T20:22:20.257916] [INFO ] [sig       ] [1271/3576] Completed FMX in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-17T20:22:20.257977] [INFO ] [sig       ] [1272/3576] Forecasting FN...
[2025-12-17T20:22:20.258022] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-17T20:22:20.258065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-17T20:22:20.269402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-17T20:22:20.269746] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-17T20:22:20.270536] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-17T20:22:20.270613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:20.270650] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:20.270677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:20.270734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:20.327511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:20.328307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:20.328391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:20.328424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:20.450246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:20.450399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:20.450437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:20.450464] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:20.453823] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=74.20%)
[2025-12-17T20:22:20.454108] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-17T20:22:20.454229] [INFO ] [sig       ] FN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:20.594650] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FN.txt
[2025-12-17T20:22:20.594778] [INFO ] [sig       ] [1272/3576] Completed FN in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-17T20:22:20.594816] [INFO ] [sig       ] [1273/3576] Forecasting FNB...
[2025-12-17T20:22:20.594846] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-17T20:22:20.594875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-17T20:22:20.606095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-17T20:22:20.606399] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-17T20:22:20.607207] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-17T20:22:20.607261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:20.607294] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:20.607321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:20.607377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:20.663444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:20.664159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:20.664238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:20.664271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:20.784203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:20.784354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:20.784392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:20.784422] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:20.787935] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-17T20:22:20.788209] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-17T20:22:20.788333] [INFO ] [sig       ] FNB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:20.931638] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FNB.txt
[2025-12-17T20:22:20.931796] [INFO ] [sig       ] [1273/3576] Completed FNB in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-17T20:22:20.931840] [INFO ] [sig       ] [1274/3576] Forecasting FND...
[2025-12-17T20:22:20.931869] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-17T20:22:20.931899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-17T20:22:20.943044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-17T20:22:20.943380] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-17T20:22:20.944196] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-17T20:22:20.944250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:20.944283] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:20.944310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:20.944368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:21.002908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:21.003787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:21.003872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:21.003906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:21.119908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:21.120065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:21.120105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:21.120132] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:21.123434] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-17T20:22:21.123723] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-17T20:22:21.123848] [INFO ] [sig       ] FND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:21.262435] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FND.txt
[2025-12-17T20:22:21.262597] [INFO ] [sig       ] [1274/3576] Completed FND in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:21.262638] [INFO ] [sig       ] [1275/3576] Forecasting FNF...
[2025-12-17T20:22:21.262697] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-17T20:22:21.262729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-17T20:22:21.274090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-17T20:22:21.274426] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-17T20:22:21.275205] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-17T20:22:21.275258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:21.275290] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:21.275317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:21.275374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:21.332607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:21.333546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:21.333661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:21.333695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:21.453928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:21.454091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:21.454133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:21.454179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:21.457649] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-17T20:22:21.457948] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-17T20:22:21.458085] [INFO ] [sig       ] FNF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:21.600929] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FNF.txt
[2025-12-17T20:22:21.601078] [INFO ] [sig       ] [1275/3576] Completed FNF in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:21.601116] [INFO ] [sig       ] [1276/3576] Forecasting FNKO...
[2025-12-17T20:22:21.601145] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-17T20:22:21.601176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-17T20:22:21.612497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-17T20:22:21.612829] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-17T20:22:21.613563] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-17T20:22:21.613633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:21.613664] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:21.613690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:21.613745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:21.668839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:21.669632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:21.669710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:21.669741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:21.785276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:21.785432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:21.785472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:21.785499] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:21.788788] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-17T20:22:21.789079] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-17T20:22:21.789204] [INFO ] [sig       ] FNKO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:21.929301] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FNKO.txt
[2025-12-17T20:22:21.929458] [INFO ] [sig       ] [1276/3576] Completed FNKO in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:21.929497] [INFO ] [sig       ] [1277/3576] Forecasting FNLC...
[2025-12-17T20:22:21.929529] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-17T20:22:21.929560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-17T20:22:21.940298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-17T20:22:21.940624] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-17T20:22:21.941420] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-17T20:22:21.941471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:21.941503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:21.941529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:21.941604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:21.998675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:21.999386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:21.999467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:21.999514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:22.106856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:22.107007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:22.107047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:22.107077] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:22.110482] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-17T20:22:22.110773] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-17T20:22:22.110897] [INFO ] [sig       ] FNLC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:22.248535] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FNLC.txt
[2025-12-17T20:22:22.248684] [INFO ] [sig       ] [1277/3576] Completed FNLC in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:22.248724] [INFO ] [sig       ] [1278/3576] Forecasting FNX...
[2025-12-17T20:22:22.248754] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-17T20:22:22.248783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-17T20:22:22.260409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-17T20:22:22.260718] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-17T20:22:22.261451] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-17T20:22:22.261501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:22.261532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:22.261558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:22.261659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:22.316649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:22.317487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:22.317569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:22.317624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:22.433318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:22.433474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:22.433513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:22.433543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:22.436868] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-17T20:22:22.437154] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-17T20:22:22.437274] [INFO ] [sig       ] FNX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:22.590248] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FNX.txt
[2025-12-17T20:22:22.590399] [INFO ] [sig       ] [1278/3576] Completed FNX in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:22.590436] [INFO ] [sig       ] [1279/3576] Forecasting FNY...
[2025-12-17T20:22:22.590465] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-17T20:22:22.590498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-17T20:22:22.601722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-17T20:22:22.602098] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-17T20:22:22.602882] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-17T20:22:22.602933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:22.602964] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:22.602989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:22.603056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:22.658235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:22.659076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:22.659156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:22.659187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:22.766151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:22.766304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:22.766344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:22.766371] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:22.769735] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-17T20:22:22.769999] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-17T20:22:22.770117] [INFO ] [sig       ] FNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:22.907982] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FNY.txt
[2025-12-17T20:22:22.908112] [INFO ] [sig       ] [1279/3576] Completed FNY in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:22.908150] [INFO ] [sig       ] [1280/3576] Forecasting FOA...
[2025-12-17T20:22:22.908181] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-17T20:22:22.908212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-17T20:22:22.919290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-17T20:22:22.919611] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-17T20:22:22.920381] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-17T20:22:22.920432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:22.920462] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:22.920488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:22.920544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:22.975663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:22.976435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:22.976514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:22.976546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:23.096948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:23.097097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:23.097136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:23.097164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:23.100456] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=33.22%)
[2025-12-17T20:22:23.100740] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-17T20:22:23.100866] [INFO ] [sig       ] FOA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:23.237894] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FOA.txt
[2025-12-17T20:22:23.238045] [INFO ] [sig       ] [1280/3576] Completed FOA in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:23.238083] [INFO ] [sig       ] [1281/3576] Forecasting FOF...
[2025-12-17T20:22:23.238112] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-17T20:22:23.238142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-17T20:22:23.249968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-17T20:22:23.250261] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-17T20:22:23.251079] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-17T20:22:23.251140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:23.251174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:23.251202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:23.251259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:23.307781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:23.308492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:23.308587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:23.308624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:23.424469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:23.424634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:23.424673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:23.424700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:23.427989] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-17T20:22:23.428282] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-17T20:22:23.428403] [INFO ] [sig       ] FOF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:23.567877] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FOF.txt
[2025-12-17T20:22:23.568021] [INFO ] [sig       ] [1281/3576] Completed FOF in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:23.568059] [INFO ] [sig       ] [1282/3576] Forecasting FOLD...
[2025-12-17T20:22:23.568088] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-17T20:22:23.568120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-17T20:22:23.579273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-17T20:22:23.579566] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-17T20:22:23.580351] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-17T20:22:23.580401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:23.580431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:23.580457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:23.580512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:23.636299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:23.637116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:23.637195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:23.637226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:23.753727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:23.753878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:23.753918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:23.753945] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:23.757324] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-17T20:22:23.757615] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-17T20:22:23.757742] [INFO ] [sig       ] FOLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:23.899635] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FOLD.txt
[2025-12-17T20:22:23.899779] [INFO ] [sig       ] [1282/3576] Completed FOLD in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:23.899819] [INFO ] [sig       ] [1283/3576] Forecasting FORM...
[2025-12-17T20:22:23.899848] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-17T20:22:23.899878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-17T20:22:23.911010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-17T20:22:23.911294] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-17T20:22:23.912050] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-17T20:22:23.912099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:23.912130] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:23.912156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:23.912211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:23.967668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:23.968387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:23.968463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:23.968494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:24.090610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:24.090774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:24.090813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:24.090843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:24.094330] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-12-17T20:22:24.094640] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-17T20:22:24.094776] [INFO ] [sig       ] FORM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:24.248497] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FORM.txt
[2025-12-17T20:22:24.248673] [INFO ] [sig       ] [1283/3576] Completed FORM in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:24.248715] [INFO ] [sig       ] [1284/3576] Forecasting FOSL...
[2025-12-17T20:22:24.248745] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-17T20:22:24.248775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-17T20:22:24.260981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-17T20:22:24.261309] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-17T20:22:24.262105] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-17T20:22:24.262156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:24.262187] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:24.262213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:24.262268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:24.319294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:24.320147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:24.320230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:24.320263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:24.442634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:24.442792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:24.442830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:24.442858] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:24.446135] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-17T20:22:24.446400] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-17T20:22:24.446522] [INFO ] [sig       ] FOSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:24.585295] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FOSL.txt
[2025-12-17T20:22:24.585453] [INFO ] [sig       ] [1284/3576] Completed FOSL in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:24.585493] [INFO ] [sig       ] [1285/3576] Forecasting FOX...
[2025-12-17T20:22:24.585523] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-17T20:22:24.585553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-17T20:22:24.598124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-17T20:22:24.598787] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-17T20:22:24.599613] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-17T20:22:24.599664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:24.599696] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:24.599722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:24.599778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:24.658589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:24.659772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:24.659872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:24.659909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:24.792323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:24.792481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:24.792521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:24.792550] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:24.796109] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-17T20:22:24.796395] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-17T20:22:24.796527] [INFO ] [sig       ] FOX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:24.954837] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FOX.txt
[2025-12-17T20:22:24.955078] [INFO ] [sig       ] [1285/3576] Completed FOX in 0.4s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:24.955133] [INFO ] [sig       ] [1286/3576] Forecasting FOXA...
[2025-12-17T20:22:24.955178] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-17T20:22:24.955219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-17T20:22:24.967178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-17T20:22:24.967598] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-17T20:22:24.968357] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-17T20:22:24.968407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:24.968438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:24.968464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:24.968519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:25.026760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:25.027681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:25.027768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:25.027802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:25.152046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:25.152205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:25.152246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:25.152273] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:25.155561] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-17T20:22:25.155861] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-17T20:22:25.155986] [INFO ] [sig       ] FOXA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:25.301253] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FOXA.txt
[2025-12-17T20:22:25.301377] [INFO ] [sig       ] [1286/3576] Completed FOXA in 0.3s | 2.92 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-17T20:22:25.301415] [INFO ] [sig       ] [1287/3576] Forecasting FOXF...
[2025-12-17T20:22:25.301444] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-17T20:22:25.301473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-17T20:22:25.315681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-17T20:22:25.316255] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-17T20:22:25.317209] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-17T20:22:25.317264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:25.317298] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:25.317324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:25.317382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:25.381301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:25.382389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:25.382491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:25.382528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:25.520143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:25.520505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:25.520547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:25.520596] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:25.524689] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-17T20:22:25.524997] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-17T20:22:25.525139] [INFO ] [sig       ] FOXF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:25.684800] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FOXF.txt
[2025-12-17T20:22:25.684954] [INFO ] [sig       ] [1287/3576] Completed FOXF in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-17T20:22:25.684993] [INFO ] [sig       ] [1288/3576] Forecasting FPF...
[2025-12-17T20:22:25.685024] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-17T20:22:25.685241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-17T20:22:25.699500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-17T20:22:25.699917] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-17T20:22:25.700882] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-17T20:22:25.700936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:25.700968] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:25.700994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:25.701050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:25.766101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:25.766985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:25.767083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:25.767124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:25.897713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:25.897895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:25.897945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:25.897978] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:25.901872] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-17T20:22:25.902148] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-17T20:22:25.902274] [INFO ] [sig       ] FPF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:26.047891] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FPF.txt
[2025-12-17T20:22:26.048025] [INFO ] [sig       ] [1288/3576] Completed FPF in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-17T20:22:26.048066] [INFO ] [sig       ] [1289/3576] Forecasting FPH...
[2025-12-17T20:22:26.048097] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-17T20:22:26.048128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-17T20:22:26.060690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-17T20:22:26.061065] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-17T20:22:26.062052] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-17T20:22:26.062284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:26.062322] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:26.062355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:26.062413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:26.121137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:26.122060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:26.122143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:26.122175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:26.247565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:26.247740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:26.247780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:26.247810] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:26.252403] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-17T20:22:26.252733] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-17T20:22:26.252867] [INFO ] [sig       ] FPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:26.404975] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FPH.txt
[2025-12-17T20:22:26.405132] [INFO ] [sig       ] [1289/3576] Completed FPH in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-17T20:22:26.405172] [INFO ] [sig       ] [1290/3576] Forecasting FPI...
[2025-12-17T20:22:26.405203] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-17T20:22:26.405232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-17T20:22:26.417271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-17T20:22:26.417587] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-17T20:22:26.418554] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-17T20:22:26.418633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:26.418666] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:26.418692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:26.418747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:26.476140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:26.477019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:26.477112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:26.477144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:26.595744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:26.595903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:26.595944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:26.595971] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:26.599256] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-17T20:22:26.599526] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-17T20:22:26.599670] [INFO ] [sig       ] FPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:26.745287] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FPI.txt
[2025-12-17T20:22:26.745431] [INFO ] [sig       ] [1290/3576] Completed FPI in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-17T20:22:26.745469] [INFO ] [sig       ] [1291/3576] Forecasting FPXI...
[2025-12-17T20:22:26.745499] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-17T20:22:26.745530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-17T20:22:26.756797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-17T20:22:26.757179] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-17T20:22:26.757954] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-17T20:22:26.758005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:26.758035] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:26.758061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:26.758117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:26.813291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:26.814119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:26.814200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:26.814231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:26.919970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:26.920131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:26.920170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:26.920197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:26.923500] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-17T20:22:26.923804] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-17T20:22:26.923932] [INFO ] [sig       ] FPXI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:27.067044] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FPXI.txt
[2025-12-17T20:22:27.067180] [INFO ] [sig       ] [1291/3576] Completed FPXI in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-17T20:22:27.067250] [INFO ] [sig       ] [1292/3576] Forecasting FRA...
[2025-12-17T20:22:27.067279] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-17T20:22:27.067308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-17T20:22:27.079009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-17T20:22:27.079312] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-17T20:22:27.080070] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-17T20:22:27.080120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:27.080162] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:27.080189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:27.080244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:27.136079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:27.136752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:27.136829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:27.136860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:27.259888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:27.260045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:27.260096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:27.260131] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:27.263527] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-17T20:22:27.263823] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-17T20:22:27.263950] [INFO ] [sig       ] FRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:27.401739] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRA.txt
[2025-12-17T20:22:27.401867] [INFO ] [sig       ] [1292/3576] Completed FRA in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:27.401904] [INFO ] [sig       ] [1293/3576] Forecasting FRBA...
[2025-12-17T20:22:27.401933] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-17T20:22:27.401965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-17T20:22:27.413857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-17T20:22:27.414214] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-17T20:22:27.414980] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-17T20:22:27.415042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:27.415079] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:27.415110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:27.415166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:27.473690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:27.474431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:27.474511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:27.474544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:27.593018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:27.593181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:27.593223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:27.593449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:27.597273] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-17T20:22:27.597542] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-17T20:22:27.597690] [INFO ] [sig       ] FRBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:27.742448] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRBA.txt
[2025-12-17T20:22:27.742589] [INFO ] [sig       ] [1293/3576] Completed FRBA in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:27.742632] [INFO ] [sig       ] [1294/3576] Forecasting FRGE...
[2025-12-17T20:22:27.742667] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-17T20:22:27.742704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-17T20:22:27.754993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-17T20:22:27.755497] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-17T20:22:27.756281] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-17T20:22:27.756334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:27.756368] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:27.756396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:27.756454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:27.817457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:27.818219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:27.818303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:27.818337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:27.949659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:27.949813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:27.949853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:27.949882] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:27.953236] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-17T20:22:27.953504] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-17T20:22:27.953646] [INFO ] [sig       ] FRGE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:28.097696] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRGE.txt
[2025-12-17T20:22:28.097853] [INFO ] [sig       ] [1294/3576] Completed FRGE in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:28.097894] [INFO ] [sig       ] [1295/3576] Forecasting FRHC...
[2025-12-17T20:22:28.097924] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-17T20:22:28.097955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-17T20:22:28.110558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-17T20:22:28.110889] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-17T20:22:28.111663] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-17T20:22:28.111714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:28.111746] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:28.111797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:28.111855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:28.168708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:28.169611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:28.169696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:28.169730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:28.288666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:28.288827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:28.288886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:28.288916] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:28.292239] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-17T20:22:28.292505] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-17T20:22:28.292646] [INFO ] [sig       ] FRHC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:28.435381] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRHC.txt
[2025-12-17T20:22:28.435533] [INFO ] [sig       ] [1295/3576] Completed FRHC in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:28.435600] [INFO ] [sig       ] [1296/3576] Forecasting FRME...
[2025-12-17T20:22:28.435635] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-17T20:22:28.435665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-17T20:22:28.447989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-17T20:22:28.448340] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-17T20:22:28.449193] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-17T20:22:28.449244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:28.449275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:28.449301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:28.449355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:28.505472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:28.506417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:28.506497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:28.506529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:28.627330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:28.627699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:28.627742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:28.627770] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:28.631400] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-17T20:22:28.631713] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-17T20:22:28.631844] [INFO ] [sig       ] FRME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:28.773243] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRME.txt
[2025-12-17T20:22:28.773369] [INFO ] [sig       ] [1296/3576] Completed FRME in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:28.773408] [INFO ] [sig       ] [1297/3576] Forecasting FRO...
[2025-12-17T20:22:28.773438] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-17T20:22:28.773468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-17T20:22:28.786065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-17T20:22:28.786406] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-17T20:22:28.787210] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-17T20:22:28.787262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:28.787294] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:28.787321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:28.787376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:28.843932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:28.844778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:28.844857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:28.844890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:28.968999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:28.969167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:28.969208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:28.969236] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:28.972674] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-17T20:22:28.972969] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-17T20:22:28.973123] [INFO ] [sig       ] FRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:29.114224] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FRO.txt
[2025-12-17T20:22:29.114371] [INFO ] [sig       ] [1297/3576] Completed FRO in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:29.114410] [INFO ] [sig       ] [1298/3576] Forecasting FROG...
[2025-12-17T20:22:29.114440] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-17T20:22:29.114469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-17T20:22:29.126012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-17T20:22:29.126272] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-17T20:22:29.127022] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-17T20:22:29.127071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:29.127103] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:29.127129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:29.127184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:29.184425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:29.185468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:29.185560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:29.185621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:29.316040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:29.316216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:29.316263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:29.316301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:29.320371] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-17T20:22:29.320762] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-17T20:22:29.320936] [INFO ] [sig       ] FROG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:29.476307] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FROG.txt
[2025-12-17T20:22:29.476462] [INFO ] [sig       ] [1298/3576] Completed FROG in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:29.476505] [INFO ] [sig       ] [1299/3576] Forecasting FRPH...
[2025-12-17T20:22:29.476534] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-17T20:22:29.476566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-17T20:22:29.488504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-17T20:22:29.488926] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-17T20:22:29.489977] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-17T20:22:29.490042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:29.490082] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:29.490115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:29.490196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:29.549793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:29.550758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:29.550842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:29.550875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:29.673143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:29.673344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:29.673386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:29.673430] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:29.677058] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-17T20:22:29.677351] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-17T20:22:29.677475] [INFO ] [sig       ] FRPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:29.819336] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FRPH.txt
[2025-12-17T20:22:29.819481] [INFO ] [sig       ] [1299/3576] Completed FRPH in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:29.819522] [INFO ] [sig       ] [1300/3576] Forecasting FRSH...
[2025-12-17T20:22:29.819552] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-17T20:22:29.819601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-17T20:22:29.831654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-17T20:22:29.831984] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-17T20:22:29.832751] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-17T20:22:29.832802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:29.832833] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:29.832859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:29.832913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:29.889671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:29.890489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:29.890569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:29.890623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:30.012714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:30.012881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:30.012923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:30.012953] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:30.016689] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-17T20:22:30.017042] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-17T20:22:30.017190] [INFO ] [sig       ] FRSH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:30.155722] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FRSH.txt
[2025-12-17T20:22:30.155879] [INFO ] [sig       ] [1300/3576] Completed FRSH in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:30.155918] [INFO ] [sig       ] [1301/3576] Forecasting FRSX...
[2025-12-17T20:22:30.155949] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-17T20:22:30.155978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-17T20:22:30.167168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-17T20:22:30.167561] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-17T20:22:30.168351] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-17T20:22:30.168402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:30.168433] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:30.168460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:30.168514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:30.223943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:30.224813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:30.224909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:30.224944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:30.340505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:30.340677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:30.340718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:30.340746] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:30.344223] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2025-12-17T20:22:30.344517] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-17T20:22:30.344666] [INFO ] [sig       ] FRSX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:30.485306] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FRSX.txt
[2025-12-17T20:22:30.485465] [INFO ] [sig       ] [1301/3576] Completed FRSX in 0.3s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:30.485508] [INFO ] [sig       ] [1302/3576] Forecasting FSBC...
[2025-12-17T20:22:30.485536] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-17T20:22:30.485566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-17T20:22:30.498078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-17T20:22:30.498438] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-17T20:22:30.499269] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-17T20:22:30.499320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:30.499352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:30.499378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:30.499433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:30.555947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:30.556829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:30.556911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:30.556943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:30.683757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:30.683931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:30.683980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:30.684021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:30.687845] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-17T20:22:30.688221] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-17T20:22:30.688363] [INFO ] [sig       ] FSBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:30.842829] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FSBC.txt
[2025-12-17T20:22:30.843012] [INFO ] [sig       ] [1302/3576] Completed FSBC in 0.4s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:30.843071] [INFO ] [sig       ] [1303/3576] Forecasting FSCO...
[2025-12-17T20:22:30.843113] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-17T20:22:30.843159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-17T20:22:30.858245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-17T20:22:30.858789] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-17T20:22:30.859967] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-17T20:22:30.860024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:30.860102] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:30.860153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:30.860234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:30.940863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:30.942120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:30.942238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:30.942292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:31.099390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:31.099606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:31.099656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:31.099688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:31.104503] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=15.20%)
[2025-12-17T20:22:31.105045] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-17T20:22:31.105258] [INFO ] [sig       ] FSCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:31.337870] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FSCO.txt
[2025-12-17T20:22:31.338095] [INFO ] [sig       ] [1303/3576] Completed FSCO in 0.5s | 2.92 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-17T20:22:31.338155] [INFO ] [sig       ] [1304/3576] Forecasting FSK...
[2025-12-17T20:22:31.338203] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-17T20:22:31.338250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-17T20:22:31.371513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-17T20:22:31.373796] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-17T20:22:31.375106] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-17T20:22:31.375191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:31.375245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:31.375293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:31.375391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:31.460856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:31.461960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:31.462076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:31.462114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:31.617440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:31.617677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:31.617739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:31.617783] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:31.623022] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-17T20:22:31.623429] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-17T20:22:31.623640] [INFO ] [sig       ] FSK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:31.789840] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FSK.txt
[2025-12-17T20:22:31.790016] [INFO ] [sig       ] [1304/3576] Completed FSK in 0.5s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:31.790057] [INFO ] [sig       ] [1305/3576] Forecasting FSLY...
[2025-12-17T20:22:31.790089] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-17T20:22:31.790120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-17T20:22:31.805461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-17T20:22:31.805987] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-17T20:22:31.807144] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-17T20:22:31.807216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:31.807269] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:31.807317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:31.807412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:31.883484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:31.884421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:31.884548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:31.884602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:32.017631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:32.017804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:32.017859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:32.017902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:32.021682] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-17T20:22:32.021964] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-17T20:22:32.022099] [INFO ] [sig       ] FSLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:32.167233] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FSLY.txt
[2025-12-17T20:22:32.167374] [INFO ] [sig       ] [1305/3576] Completed FSLY in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:32.167413] [INFO ] [sig       ] [1306/3576] Forecasting FSM...
[2025-12-17T20:22:32.167445] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-17T20:22:32.167476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-17T20:22:32.178531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-17T20:22:32.178901] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-17T20:22:32.179674] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-17T20:22:32.179726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:32.179758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:32.179784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:32.179839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:32.234414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:32.235225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:32.235305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:32.235338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:32.352664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:32.352820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:32.352859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:32.352886] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:32.356405] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-17T20:22:32.356704] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-17T20:22:32.356832] [INFO ] [sig       ] FSM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:32.494439] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FSM.txt
[2025-12-17T20:22:32.494592] [INFO ] [sig       ] [1306/3576] Completed FSM in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:32.494633] [INFO ] [sig       ] [1307/3576] Forecasting FSS...
[2025-12-17T20:22:32.494668] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-17T20:22:32.494700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-17T20:22:32.506467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-17T20:22:32.506868] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-17T20:22:32.507672] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-17T20:22:32.507723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:32.507754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:32.507779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:32.507834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:32.562592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:32.563408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:32.563489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:32.563521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:32.686236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:32.686392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:32.686432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:32.686460] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:32.689819] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=15.51%)
[2025-12-17T20:22:32.690101] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-17T20:22:32.690249] [INFO ] [sig       ] FSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:32.827487] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FSS.txt
[2025-12-17T20:22:32.827645] [INFO ] [sig       ] [1307/3576] Completed FSS in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:32.827686] [INFO ] [sig       ] [1308/3576] Forecasting FTA...
[2025-12-17T20:22:32.827716] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-17T20:22:32.827746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-17T20:22:32.839219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-17T20:22:32.839606] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-17T20:22:32.840404] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-17T20:22:32.840456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:32.840488] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:32.840514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:32.840568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:32.895463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:32.896239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:32.896319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:32.896351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:33.012055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:33.012215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:33.012254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:33.012284] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:33.015624] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-12-17T20:22:33.015896] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-17T20:22:33.016021] [INFO ] [sig       ] FTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:33.151777] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTA.txt
[2025-12-17T20:22:33.151968] [INFO ] [sig       ] [1308/3576] Completed FTA in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:33.152023] [INFO ] [sig       ] [1309/3576] Forecasting FTAI...
[2025-12-17T20:22:33.152065] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-17T20:22:33.152108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-17T20:22:33.163708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-17T20:22:33.164077] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-17T20:22:33.164887] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-17T20:22:33.164938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:33.164970] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:33.164995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:33.165050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:33.219312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:33.220109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:33.220193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:33.220225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:33.339541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:33.339707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:33.339748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:33.339776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:33.343085] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=72.58%)
[2025-12-17T20:22:33.343351] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-17T20:22:33.343474] [INFO ] [sig       ] FTAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:33.526938] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTAI.txt
[2025-12-17T20:22:33.527080] [INFO ] [sig       ] [1309/3576] Completed FTAI in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:33.527121] [INFO ] [sig       ] [1310/3576] Forecasting FTC...
[2025-12-17T20:22:33.527154] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-17T20:22:33.527185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-17T20:22:33.538666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-17T20:22:33.539022] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-17T20:22:33.539821] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-17T20:22:33.539872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:33.539903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:33.539930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:33.539985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:33.595643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:33.596384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:33.596465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:33.596498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:33.714238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:33.714389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:33.714429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:33.714475] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:33.717850] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-17T20:22:33.718116] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-17T20:22:33.718240] [INFO ] [sig       ] FTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:33.857952] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTC.txt
[2025-12-17T20:22:33.858101] [INFO ] [sig       ] [1310/3576] Completed FTC in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-17T20:22:33.858139] [INFO ] [sig       ] [1311/3576] Forecasting FTCI...
[2025-12-17T20:22:33.858169] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-17T20:22:33.858199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-17T20:22:33.869434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-17T20:22:33.869824] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-17T20:22:33.870630] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-17T20:22:33.870682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:33.870715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:33.870742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:33.870799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:33.927203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:33.928101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:33.928193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:33.928227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:34.058189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:34.058345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:34.058386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:34.058415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:34.062807] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=24.83%)
[2025-12-17T20:22:34.063133] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-17T20:22:34.063311] [INFO ] [sig       ] FTCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:34.225435] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTCI.txt
[2025-12-17T20:22:34.225656] [INFO ] [sig       ] [1311/3576] Completed FTCI in 0.4s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:34.225710] [INFO ] [sig       ] [1312/3576] Forecasting FTCS...
[2025-12-17T20:22:34.225743] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-17T20:22:34.225775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-17T20:22:34.237489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-17T20:22:34.237912] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-17T20:22:34.238776] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-17T20:22:34.238831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:34.238919] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:34.238949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:34.239006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:34.298220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:34.299365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:34.299448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:34.299480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:34.420129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:34.420271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:34.420313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:34.420341] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:34.423860] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-17T20:22:34.424130] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-17T20:22:34.424256] [INFO ] [sig       ] FTCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:34.568203] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTCS.txt
[2025-12-17T20:22:34.568342] [INFO ] [sig       ] [1312/3576] Completed FTCS in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:34.568584] [INFO ] [sig       ] [1313/3576] Forecasting FTEK...
[2025-12-17T20:22:34.568617] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-17T20:22:34.568647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-17T20:22:34.581113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-17T20:22:34.581456] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-17T20:22:34.582244] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-17T20:22:34.582297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:34.582329] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:34.582357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:34.582414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:34.640061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:34.640806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:34.640885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:34.640917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:34.762472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:34.762642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:34.762684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:34.762714] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:34.766238] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-17T20:22:34.766525] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-17T20:22:34.766676] [INFO ] [sig       ] FTEK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:34.912335] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTEK.txt
[2025-12-17T20:22:34.912485] [INFO ] [sig       ] [1313/3576] Completed FTEK in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:34.912523] [INFO ] [sig       ] [1314/3576] Forecasting FTGC...
[2025-12-17T20:22:34.912553] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-17T20:22:34.912601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-17T20:22:34.924175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-17T20:22:34.924532] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-17T20:22:34.925355] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-17T20:22:34.925408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:34.925441] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:34.925468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:34.925535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:34.981817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:34.982598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:34.982681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:34.982714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:35.109364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:35.109530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:35.109596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:35.109639] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:35.113636] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-12-17T20:22:35.113996] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-17T20:22:35.114165] [INFO ] [sig       ] FTGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:35.256860] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTGC.txt
[2025-12-17T20:22:35.256994] [INFO ] [sig       ] [1314/3576] Completed FTGC in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:35.257032] [INFO ] [sig       ] [1315/3576] Forecasting FTGS...
[2025-12-17T20:22:35.257061] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-17T20:22:35.257093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-17T20:22:35.268535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-17T20:22:35.268877] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-17T20:22:35.269685] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-17T20:22:35.269737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:35.269768] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:35.269794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:35.269849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:35.327477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:35.328284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:35.328366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:35.328400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:35.450214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:35.450369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:35.450411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:35.450474] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:35.453930] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-17T20:22:35.454236] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-17T20:22:35.454409] [INFO ] [sig       ] FTGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:35.595375] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTGS.txt
[2025-12-17T20:22:35.595511] [INFO ] [sig       ] [1315/3576] Completed FTGS in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:35.595551] [INFO ] [sig       ] [1316/3576] Forecasting FTHI...
[2025-12-17T20:22:35.595602] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-17T20:22:35.595637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-17T20:22:35.611915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-17T20:22:35.612253] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-17T20:22:35.613068] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-17T20:22:35.613132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:35.613165] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:35.613191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:35.613254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:35.671982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:35.673076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:35.673161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:35.673193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:35.794212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:35.794378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:35.794420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:35.794449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:35.798355] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-17T20:22:35.798646] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-17T20:22:35.798767] [INFO ] [sig       ] FTHI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:35.940143] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTHI.txt
[2025-12-17T20:22:35.940267] [INFO ] [sig       ] [1316/3576] Completed FTHI in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:35.940307] [INFO ] [sig       ] [1317/3576] Forecasting FTHM...
[2025-12-17T20:22:35.940335] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-17T20:22:35.940365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-17T20:22:35.952594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-17T20:22:35.952881] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-17T20:22:35.953643] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-17T20:22:35.953693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:35.953722] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:35.953747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:35.953802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:36.011143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:36.011996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:36.012072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:36.012105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:36.132786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:36.132936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:36.132974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:36.133003] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:36.136282] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-17T20:22:36.136544] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-17T20:22:36.136684] [INFO ] [sig       ] FTHM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:36.279223] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTHM.txt
[2025-12-17T20:22:36.279399] [INFO ] [sig       ] [1317/3576] Completed FTHM in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:36.279437] [INFO ] [sig       ] [1318/3576] Forecasting FTHY...
[2025-12-17T20:22:36.279466] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-17T20:22:36.279496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-17T20:22:36.291910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-17T20:22:36.292281] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-17T20:22:36.293087] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-17T20:22:36.293140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:36.293172] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:36.293200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:36.293261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:36.352070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:36.352943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:36.353028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:36.353060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:36.475707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:36.475873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:36.475917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:36.475948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:36.479555] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-17T20:22:36.479854] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-17T20:22:36.479987] [INFO ] [sig       ] FTHY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:36.616010] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTHY.txt
[2025-12-17T20:22:36.616156] [INFO ] [sig       ] [1318/3576] Completed FTHY in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:36.616196] [INFO ] [sig       ] [1319/3576] Forecasting FTI...
[2025-12-17T20:22:36.616226] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-17T20:22:36.616256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-17T20:22:36.628349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-17T20:22:36.628740] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-17T20:22:36.629749] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-17T20:22:36.629803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:36.629835] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:36.629862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:36.629919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:36.686137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:36.686892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:36.686972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:36.687007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:36.807669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:36.807831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:36.807872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:36.807900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:36.811285] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-17T20:22:36.811567] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-17T20:22:36.811718] [INFO ] [sig       ] FTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:36.954149] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTI.txt
[2025-12-17T20:22:36.954298] [INFO ] [sig       ] [1319/3576] Completed FTI in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:36.954338] [INFO ] [sig       ] [1320/3576] Forecasting FTK...
[2025-12-17T20:22:36.954371] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-17T20:22:36.954402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-17T20:22:36.966138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-17T20:22:36.966501] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-17T20:22:36.967325] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-17T20:22:36.967379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:36.967410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:36.967436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:36.967492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:37.023070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:37.023880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:37.023960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:37.023993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:37.144766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:37.144936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:37.144987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:37.145024] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:37.148527] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=26.14%)
[2025-12-17T20:22:37.148817] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-17T20:22:37.148965] [INFO ] [sig       ] FTK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:37.293340] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTK.txt
[2025-12-17T20:22:37.293492] [INFO ] [sig       ] [1320/3576] Completed FTK in 0.3s | 2.92 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-17T20:22:37.293533] [INFO ] [sig       ] [1321/3576] Forecasting FTLF...
[2025-12-17T20:22:37.293562] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-17T20:22:37.293610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-17T20:22:37.305140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-17T20:22:37.305536] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-17T20:22:37.306497] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-17T20:22:37.306551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:37.306620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:37.306655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:37.306725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:37.362961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:37.363750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:37.363861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:37.363896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:37.472920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:37.473083] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:22:37.473125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:37.473154] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:37.476679] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-17T20:22:37.476987] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-17T20:22:37.477115] [INFO ] [sig       ] FTLF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:37.620692] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTLF.txt
[2025-12-17T20:22:37.620824] [INFO ] [sig       ] [1321/3576] Completed FTLF in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:37.620862] [INFO ] [sig       ] [1322/3576] Forecasting FTQI...
[2025-12-17T20:22:37.620892] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-17T20:22:37.620921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-17T20:22:37.632288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-17T20:22:37.632610] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-17T20:22:37.633382] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-17T20:22:37.633434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:37.633466] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:37.633507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:37.633606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:37.690259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:37.690922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:37.691048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:37.691099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:37.811717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:37.811868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:37.811910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:37.811938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:37.815326] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-17T20:22:37.815637] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-17T20:22:37.815786] [INFO ] [sig       ] FTQI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:37.959829] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTQI.txt
[2025-12-17T20:22:37.959954] [INFO ] [sig       ] [1322/3576] Completed FTQI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:37.959992] [INFO ] [sig       ] [1323/3576] Forecasting FTRE...
[2025-12-17T20:22:37.960022] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-17T20:22:37.960052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-17T20:22:37.972776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-17T20:22:37.973041] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-17T20:22:37.973796] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-17T20:22:37.973847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:37.973878] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:37.973905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:37.973959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:38.029908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:38.030498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:38.030592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:38.030626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:38.154447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:38.154633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:38.154677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:38.154707] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:38.158028] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-17T20:22:38.158298] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-17T20:22:38.158421] [INFO ] [sig       ] FTRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:38.299345] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTRE.txt
[2025-12-17T20:22:38.299501] [INFO ] [sig       ] [1323/3576] Completed FTRE in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:38.299544] [INFO ] [sig       ] [1324/3576] Forecasting FTRI...
[2025-12-17T20:22:38.299592] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-17T20:22:38.299627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-17T20:22:38.311533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-17T20:22:38.311885] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-17T20:22:38.312662] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-17T20:22:38.312714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:38.312744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:38.312793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:38.312849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:38.369527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:38.370496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:38.370597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:38.370633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:38.492026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:38.492175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:38.492223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:38.492259] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:38.496014] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=35.83%)
[2025-12-17T20:22:38.496287] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-17T20:22:38.496620] [INFO ] [sig       ] FTRI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:38.641476] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FTRI.txt
[2025-12-17T20:22:38.641646] [INFO ] [sig       ] [1324/3576] Completed FTRI in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:38.641690] [INFO ] [sig       ] [1325/3576] Forecasting FTS...
[2025-12-17T20:22:38.641720] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-17T20:22:38.641750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-17T20:22:38.653285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-17T20:22:38.653802] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-17T20:22:38.654767] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-17T20:22:38.654817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:38.654848] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:38.654874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:38.654930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:38.711445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:38.712076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:38.712185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:38.712219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:38.838006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:38.838161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:38.838200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:38.838230] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:38.841599] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-17T20:22:38.841869] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-17T20:22:38.841989] [INFO ] [sig       ] FTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:38.983374] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTS.txt
[2025-12-17T20:22:38.983547] [INFO ] [sig       ] [1325/3576] Completed FTS in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:38.983607] [INFO ] [sig       ] [1326/3576] Forecasting FTSL...
[2025-12-17T20:22:38.983638] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-17T20:22:38.983668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-17T20:22:38.994942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-17T20:22:38.995216] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-17T20:22:38.995967] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-17T20:22:38.996017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:38.996049] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:38.996075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:38.996130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:39.053512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:39.054351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:39.054436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:39.054469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:39.177313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:39.177482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:39.177528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:39.177559] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:39.182681] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=99.77%)
[2025-12-17T20:22:39.182994] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-17T20:22:39.183130] [INFO ] [sig       ] FTSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:39.330346] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTSL.txt
[2025-12-17T20:22:39.330497] [INFO ] [sig       ] [1326/3576] Completed FTSL in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:39.330535] [INFO ] [sig       ] [1327/3576] Forecasting FTSM...
[2025-12-17T20:22:39.330567] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-17T20:22:39.330618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-17T20:22:39.342040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-17T20:22:39.342400] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-17T20:22:39.343172] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-17T20:22:39.343235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:39.343267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:39.343293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:39.343347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:39.398530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:39.399400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:39.399481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:39.399512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:39.503077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:39.503229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:39.503269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:39.503299] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:39.506668] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-17T20:22:39.506940] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-17T20:22:39.507065] [INFO ] [sig       ] FTSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:39.647543] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTSM.txt
[2025-12-17T20:22:39.647705] [INFO ] [sig       ] [1327/3576] Completed FTSM in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-17T20:22:39.647743] [INFO ] [sig       ] [1328/3576] Forecasting FTXL...
[2025-12-17T20:22:39.647774] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-17T20:22:39.647805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-17T20:22:39.661491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-17T20:22:39.661927] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-17T20:22:39.662773] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-17T20:22:39.662828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:39.662861] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:39.662890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:39.662959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:39.727498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:39.728905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:39.729002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:39.729036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:39.865698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:39.865856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:39.865898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:39.865928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:39.869694] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-17T20:22:39.869986] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-17T20:22:39.870118] [INFO ] [sig       ] FTXL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:40.018087] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTXL.txt
[2025-12-17T20:22:40.018246] [INFO ] [sig       ] [1328/3576] Completed FTXL in 0.4s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:40.018288] [INFO ] [sig       ] [1329/3576] Forecasting FTXN...
[2025-12-17T20:22:40.018322] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-17T20:22:40.018351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-17T20:22:40.030722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-17T20:22:40.031109] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-17T20:22:40.031958] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-17T20:22:40.032010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:40.032069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:40.032099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:40.032156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:40.092264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:40.093151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:40.093242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:40.093296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:40.222915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:40.223097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:40.223143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:40.223173] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:40.227335] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-17T20:22:40.227927] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-17T20:22:40.228108] [INFO ] [sig       ] FTXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:40.384672] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTXN.txt
[2025-12-17T20:22:40.384857] [INFO ] [sig       ] [1329/3576] Completed FTXN in 0.4s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:40.384909] [INFO ] [sig       ] [1330/3576] Forecasting FTXO...
[2025-12-17T20:22:40.384943] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-17T20:22:40.384974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-17T20:22:40.398116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-17T20:22:40.398570] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-17T20:22:40.399640] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-17T20:22:40.399703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:40.399740] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:40.399767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:40.399822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:40.464465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:40.465495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:40.465606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:40.465644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:40.596413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:40.596603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:40.596656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:40.596695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:40.600274] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-17T20:22:40.600625] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-17T20:22:40.600767] [INFO ] [sig       ] FTXO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:40.742653] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FTXO.txt
[2025-12-17T20:22:40.742782] [INFO ] [sig       ] [1330/3576] Completed FTXO in 0.4s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:40.742828] [INFO ] [sig       ] [1331/3576] Forecasting FUBO...
[2025-12-17T20:22:40.742857] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-17T20:22:40.742888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-17T20:22:40.756289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-17T20:22:40.756780] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-17T20:22:40.757779] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-17T20:22:40.757833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:40.757867] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:40.757893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:40.757950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:40.823706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:40.824700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:40.824809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:40.824856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:40.956992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:40.957149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:40.957189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:40.957217] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:40.960638] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2025-12-17T20:22:40.960908] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-17T20:22:40.961035] [INFO ] [sig       ] FUBO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:41.097630] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FUBO.txt
[2025-12-17T20:22:41.097737] [INFO ] [sig       ] [1331/3576] Completed FUBO in 0.4s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:41.097774] [INFO ] [sig       ] [1332/3576] Forecasting FUL...
[2025-12-17T20:22:41.097803] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-17T20:22:41.097833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-17T20:22:41.112189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-17T20:22:41.112519] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-17T20:22:41.113309] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-17T20:22:41.113360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:41.113391] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:41.113417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:41.113471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:41.169296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:41.170244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:41.170328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:41.170361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:41.295452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:41.295621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:41.295663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:41.295721] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:41.299038] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=57.09%)
[2025-12-17T20:22:41.299303] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-17T20:22:41.299439] [INFO ] [sig       ] FUL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:41.439099] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FUL.txt
[2025-12-17T20:22:41.439221] [INFO ] [sig       ] [1332/3576] Completed FUL in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:41.439259] [INFO ] [sig       ] [1333/3576] Forecasting FULC...
[2025-12-17T20:22:41.439287] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-17T20:22:41.439317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-17T20:22:41.452802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-17T20:22:41.453118] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-17T20:22:41.453926] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-17T20:22:41.453978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:41.454008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:41.454033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:41.454088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:41.510998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:41.511633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:41.511711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:41.511742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:41.638681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:41.638776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:41.638812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:41.638839] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:41.641934] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-17T20:22:41.642189] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-17T20:22:41.642309] [INFO ] [sig       ] FULC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:41.781182] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FULC.txt
[2025-12-17T20:22:41.781290] [INFO ] [sig       ] [1333/3576] Completed FULC in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:41.781328] [INFO ] [sig       ] [1334/3576] Forecasting FUN...
[2025-12-17T20:22:41.781357] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-17T20:22:41.781386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-17T20:22:41.792766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-17T20:22:41.793021] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-17T20:22:41.793995] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-17T20:22:41.794046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:41.794077] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:41.794103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:41.794159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:41.849882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:41.850473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:41.850550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:41.850785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:41.972821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:41.972976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:41.973032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:41.973061] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:41.976598] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-17T20:22:41.976859] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-17T20:22:41.976979] [INFO ] [sig       ] FUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:42.116006] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FUN.txt
[2025-12-17T20:22:42.116131] [INFO ] [sig       ] [1334/3576] Completed FUN in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:42.116169] [INFO ] [sig       ] [1335/3576] Forecasting FUNC...
[2025-12-17T20:22:42.116198] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-17T20:22:42.116229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-17T20:22:42.127211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-17T20:22:42.127475] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-17T20:22:42.128227] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-17T20:22:42.128277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:42.128308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:42.128334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:42.128390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:42.184136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:42.184754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:42.184830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:42.184862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:42.308644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:42.308796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:42.308836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:42.308882] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:42.312622] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-17T20:22:42.312891] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-17T20:22:42.313016] [INFO ] [sig       ] FUNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:42.452874] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FUNC.txt
[2025-12-17T20:22:42.453032] [INFO ] [sig       ] [1335/3576] Completed FUNC in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:42.453070] [INFO ] [sig       ] [1336/3576] Forecasting FUND...
[2025-12-17T20:22:42.453101] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-17T20:22:42.453132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-17T20:22:42.465653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-17T20:22:42.466049] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-17T20:22:42.466872] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-17T20:22:42.466927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:42.466960] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:42.466987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:42.467043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:42.524883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:42.525860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:42.525945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:42.525978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:42.651365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:42.651538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:42.651606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:42.651640] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:42.655322] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-17T20:22:42.655840] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-17T20:22:42.655990] [INFO ] [sig       ] FUND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:42.798417] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FUND.txt
[2025-12-17T20:22:42.798561] [INFO ] [sig       ] [1336/3576] Completed FUND in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:42.798619] [INFO ] [sig       ] [1337/3576] Forecasting FVCB...
[2025-12-17T20:22:42.798649] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-17T20:22:42.798678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-17T20:22:42.810145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-17T20:22:42.810487] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-17T20:22:42.811265] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-17T20:22:42.811325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:42.811364] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:42.811396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:42.811464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:42.867788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:42.868621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:42.868703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:42.868735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:42.980472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:42.980648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:42.980690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:42.980718] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:42.984039] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-17T20:22:42.984313] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-17T20:22:42.984437] [INFO ] [sig       ] FVCB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:43.127127] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FVCB.txt
[2025-12-17T20:22:43.127280] [INFO ] [sig       ] [1337/3576] Completed FVCB in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:43.127320] [INFO ] [sig       ] [1338/3576] Forecasting FWONA...
[2025-12-17T20:22:43.127350] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-17T20:22:43.127380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-17T20:22:43.138463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-17T20:22:43.139021] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-17T20:22:43.139835] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-17T20:22:43.139889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:43.139934] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:43.139962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:43.140022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:43.195644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:43.196531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:43.196639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:43.196673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:43.319418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:43.319594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:43.319635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:43.319664] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:43.323114] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-17T20:22:43.323383] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-17T20:22:43.323503] [INFO ] [sig       ] FWONA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:43.461421] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FWONA.txt
[2025-12-17T20:22:43.461559] [INFO ] [sig       ] [1338/3576] Completed FWONA in 0.3s | 2.92 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-17T20:22:43.461615] [INFO ] [sig       ] [1339/3576] Forecasting FWONK...
[2025-12-17T20:22:43.461647] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-17T20:22:43.461678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-17T20:22:43.473933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-17T20:22:43.474337] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-17T20:22:43.475147] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-17T20:22:43.475201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:43.475235] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:43.475264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:43.475322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:43.534712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:43.535606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:43.535743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:43.535781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:43.658462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:43.658636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:43.658680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:43.658710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:43.662709] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-17T20:22:43.663001] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-17T20:22:43.663134] [INFO ] [sig       ] FWONK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:43.807055] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FWONK.txt
[2025-12-17T20:22:43.807187] [INFO ] [sig       ] [1339/3576] Completed FWONK in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:43.807226] [INFO ] [sig       ] [1340/3576] Forecasting FWRD...
[2025-12-17T20:22:43.807255] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-17T20:22:43.807284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-17T20:22:43.819489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-17T20:22:43.819861] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-17T20:22:43.820695] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-17T20:22:43.820753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:43.820784] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:43.820810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:43.820872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:43.878323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:43.879241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:43.879336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:43.879378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:44.003550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:44.003743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:44.003790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:44.003824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:44.007431] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-17T20:22:44.007726] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-17T20:22:44.007862] [INFO ] [sig       ] FWRD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:44.149470] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FWRD.txt
[2025-12-17T20:22:44.149617] [INFO ] [sig       ] [1340/3576] Completed FWRD in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:44.149657] [INFO ] [sig       ] [1341/3576] Forecasting FWRG...
[2025-12-17T20:22:44.149687] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-17T20:22:44.149716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-17T20:22:44.162180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-17T20:22:44.162537] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-17T20:22:44.163307] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-17T20:22:44.163357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:44.163389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:44.163421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:44.163488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:44.221201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:44.221923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:44.222005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:44.222039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:44.346190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:44.346345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:44.346383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:44.346411] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:44.350230] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-17T20:22:44.350538] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-17T20:22:44.350686] [INFO ] [sig       ] FWRG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:44.489421] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/FWRG.txt
[2025-12-17T20:22:44.489599] [INFO ] [sig       ] [1341/3576] Completed FWRG in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:44.489650] [INFO ] [sig       ] [1342/3576] Forecasting FYC...
[2025-12-17T20:22:44.489683] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-17T20:22:44.489714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-17T20:22:44.501240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-17T20:22:44.501586] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-17T20:22:44.502392] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-17T20:22:44.502446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:44.502478] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:44.502506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:44.502563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:44.561035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:44.561740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:44.561817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:44.561848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:44.685550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:44.685733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:44.685774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:44.685805] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:44.689303] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-17T20:22:44.689705] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-17T20:22:44.689848] [INFO ] [sig       ] FYC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:44.829968] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FYC.txt
[2025-12-17T20:22:44.830119] [INFO ] [sig       ] [1342/3576] Completed FYC in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:44.830160] [INFO ] [sig       ] [1343/3576] Forecasting FYX...
[2025-12-17T20:22:44.830190] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-17T20:22:44.830220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-17T20:22:44.841348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-17T20:22:44.841672] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-17T20:22:44.842432] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-17T20:22:44.842485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:44.842519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:44.842547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:44.842622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:44.901273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:44.902082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:44.902164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:44.902199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:45.026991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:45.027146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:45.027185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:45.027216] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:45.030810] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-17T20:22:45.031074] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-17T20:22:45.031213] [INFO ] [sig       ] FYX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:45.171840] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/FYX.txt
[2025-12-17T20:22:45.171973] [INFO ] [sig       ] [1343/3576] Completed FYX in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:45.172012] [INFO ] [sig       ] [1344/3576] Forecasting G...
[2025-12-17T20:22:45.172041] [INFO ] [sig       ] Generating forecast for: G
[2025-12-17T20:22:45.172070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-17T20:22:45.183290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-17T20:22:45.183665] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-17T20:22:45.184457] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-17T20:22:45.184509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:45.184542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:45.184586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:45.184646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:45.245136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:45.245955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:45.246037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:45.246071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:45.370815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:45.370970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:45.371009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:45.371040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:45.374432] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2025-12-17T20:22:45.374746] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-17T20:22:45.374876] [INFO ] [sig       ] G: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:45.514541] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/G.txt
[2025-12-17T20:22:45.514688] [INFO ] [sig       ] [1344/3576] Completed G in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:45.514727] [INFO ] [sig       ] [1345/3576] Forecasting GAB...
[2025-12-17T20:22:45.514756] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-17T20:22:45.514786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-17T20:22:45.525746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-17T20:22:45.526058] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-17T20:22:45.526824] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-17T20:22:45.526874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:45.526905] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:45.526931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:45.526986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:45.585773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:45.586498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:45.586597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:45.586634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:45.709636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:45.709785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:45.709825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:45.709870] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:45.713136] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-17T20:22:45.713401] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-17T20:22:45.713521] [INFO ] [sig       ] GAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:45.858848] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GAB.txt
[2025-12-17T20:22:45.859032] [INFO ] [sig       ] [1345/3576] Completed GAB in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-17T20:22:45.859073] [INFO ] [sig       ] [1346/3576] Forecasting GABC...
[2025-12-17T20:22:45.859101] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-17T20:22:45.859130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-17T20:22:45.871385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-17T20:22:45.871781] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-17T20:22:45.872530] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-17T20:22:45.872606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:45.872662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:45.872690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:45.872746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:45.930958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:45.931880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:45.931963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:45.931995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:46.050925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:46.051081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:46.051122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:46.051151] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:46.055134] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-17T20:22:46.055537] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-17T20:22:46.055738] [INFO ] [sig       ] GABC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:46.199698] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GABC.txt
[2025-12-17T20:22:46.199848] [INFO ] [sig       ] [1346/3576] Completed GABC in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:46.199889] [INFO ] [sig       ] [1347/3576] Forecasting GAIA...
[2025-12-17T20:22:46.199917] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-17T20:22:46.199947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-17T20:22:46.211042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-17T20:22:46.211395] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-17T20:22:46.212194] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-17T20:22:46.212244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:46.212275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:46.212301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:46.212355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:46.267956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:46.268832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:46.268943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:46.268994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:46.386608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:46.386757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:46.386797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:46.386824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:46.390174] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-17T20:22:46.390460] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-17T20:22:46.390617] [INFO ] [sig       ] GAIA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:46.529259] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GAIA.txt
[2025-12-17T20:22:46.529415] [INFO ] [sig       ] [1347/3576] Completed GAIA in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:46.529462] [INFO ] [sig       ] [1348/3576] Forecasting GAIN...
[2025-12-17T20:22:46.529496] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-17T20:22:46.529534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-17T20:22:46.541891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-17T20:22:46.542215] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-17T20:22:46.542965] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-17T20:22:46.543015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:46.543047] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:46.543074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:46.543129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:46.599262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:46.600071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:46.600151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:46.600184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:46.717643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:46.717800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:46.717841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:46.717869] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:46.721236] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-17T20:22:46.721589] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-17T20:22:46.721726] [INFO ] [sig       ] GAIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:46.862323] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GAIN.txt
[2025-12-17T20:22:46.862484] [INFO ] [sig       ] [1348/3576] Completed GAIN in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:46.862532] [INFO ] [sig       ] [1349/3576] Forecasting GAM...
[2025-12-17T20:22:46.862567] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-17T20:22:46.862621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-17T20:22:46.876141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-17T20:22:46.876510] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-17T20:22:46.877289] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-17T20:22:46.877339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:46.877370] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:46.877408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:46.877465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:46.934143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:46.934788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:46.934866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:46.934897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:47.051011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:47.051167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:47.051206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:47.051268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:47.054657] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2025-12-17T20:22:47.054929] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-17T20:22:47.055055] [INFO ] [sig       ] GAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:47.195414] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GAM.txt
[2025-12-17T20:22:47.195596] [INFO ] [sig       ] [1349/3576] Completed GAM in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:47.195637] [INFO ] [sig       ] [1350/3576] Forecasting GAMB...
[2025-12-17T20:22:47.195667] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-17T20:22:47.195698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-17T20:22:47.207450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-17T20:22:47.207799] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-17T20:22:47.208531] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-17T20:22:47.208598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:47.208631] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:47.208658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:47.208716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:47.265613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:47.266351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:47.266431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:47.266463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:47.392617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:47.392778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:47.392822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:47.392851] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:47.396382] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-17T20:22:47.396689] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-17T20:22:47.396823] [INFO ] [sig       ] GAMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:47.539264] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GAMB.txt
[2025-12-17T20:22:47.539393] [INFO ] [sig       ] [1350/3576] Completed GAMB in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:47.539439] [INFO ] [sig       ] [1351/3576] Forecasting GANX...
[2025-12-17T20:22:47.539473] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-17T20:22:47.539514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-17T20:22:47.552325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-17T20:22:47.552665] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-17T20:22:47.553451] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-17T20:22:47.553503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:47.553535] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:47.553563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:47.553643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:47.611850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:47.612693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:47.612795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:47.612828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:47.735555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:47.735912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:47.735953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:47.735982] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:47.739415] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-12-17T20:22:47.739707] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-17T20:22:47.739831] [INFO ] [sig       ] GANX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:47.881457] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GANX.txt
[2025-12-17T20:22:47.881607] [INFO ] [sig       ] [1351/3576] Completed GANX in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:47.881648] [INFO ] [sig       ] [1352/3576] Forecasting GASS...
[2025-12-17T20:22:47.881686] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-17T20:22:47.881716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-17T20:22:47.893393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-17T20:22:47.893778] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-17T20:22:47.894546] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-17T20:22:47.894614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:47.894650] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:47.894676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:47.894731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:47.950313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:47.951205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:47.951287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:47.951319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:48.074916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:48.075075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:48.075116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:48.075144] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:48.079042] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=58.97%)
[2025-12-17T20:22:48.079319] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-17T20:22:48.079444] [INFO ] [sig       ] GASS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:48.224339] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GASS.txt
[2025-12-17T20:22:48.224505] [INFO ] [sig       ] [1352/3576] Completed GASS in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:48.224554] [INFO ] [sig       ] [1353/3576] Forecasting GATX...
[2025-12-17T20:22:48.224611] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-17T20:22:48.224650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-17T20:22:48.236305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-17T20:22:48.236698] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-17T20:22:48.237467] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-17T20:22:48.237520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:48.237562] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:48.237609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:48.237665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:48.293599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:48.294447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:48.294569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:48.294633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:48.419537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:48.419715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:48.419755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:48.419782] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:48.423080] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-17T20:22:48.423343] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-17T20:22:48.423464] [INFO ] [sig       ] GATX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:48.564148] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GATX.txt
[2025-12-17T20:22:48.564289] [INFO ] [sig       ] [1353/3576] Completed GATX in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:48.564329] [INFO ] [sig       ] [1354/3576] Forecasting GAUZ...
[2025-12-17T20:22:48.564358] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-17T20:22:48.564388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-17T20:22:48.576855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-17T20:22:48.577214] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-17T20:22:48.577979] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-17T20:22:48.578031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:48.578062] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:48.578089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:48.578149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:48.635344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:48.636180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:48.636261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:48.636293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:48.758156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:48.758314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:48.758353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:48.758381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:48.762563] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-17T20:22:48.762890] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-17T20:22:48.763027] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:48.903295] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GAUZ.txt
[2025-12-17T20:22:48.903437] [INFO ] [sig       ] [1354/3576] Completed GAUZ in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:48.903476] [INFO ] [sig       ] [1355/3576] Forecasting GBAB...
[2025-12-17T20:22:48.903507] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-17T20:22:48.903536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-17T20:22:48.914650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-17T20:22:48.914975] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-17T20:22:48.915740] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-17T20:22:48.915790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:48.915822] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:48.915848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:48.915903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:48.975239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:48.976128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:48.976215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:48.976248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:49.099835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:49.099988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:49.100028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:49.100055] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:49.103369] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-17T20:22:49.103652] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-17T20:22:49.103774] [INFO ] [sig       ] GBAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:49.244407] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GBAB.txt
[2025-12-17T20:22:49.244560] [INFO ] [sig       ] [1355/3576] Completed GBAB in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:49.244638] [INFO ] [sig       ] [1356/3576] Forecasting GBCI...
[2025-12-17T20:22:49.244670] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-17T20:22:49.244870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-17T20:22:49.256260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-17T20:22:49.256614] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-17T20:22:49.257353] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-17T20:22:49.257403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:49.257435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:49.257468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:49.257536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:49.313096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:49.313750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:49.313852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:49.313885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:49.433061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:49.433212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:49.433251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:49.433279] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:49.436666] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-17T20:22:49.436929] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-17T20:22:49.437051] [INFO ] [sig       ] GBCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:49.578030] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GBCI.txt
[2025-12-17T20:22:49.578162] [INFO ] [sig       ] [1356/3576] Completed GBCI in 0.3s | 2.92 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-17T20:22:49.578201] [INFO ] [sig       ] [1357/3576] Forecasting GBDC...
[2025-12-17T20:22:49.578232] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-17T20:22:49.578261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-17T20:22:49.589697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-17T20:22:49.590012] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-17T20:22:49.590807] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-17T20:22:49.590858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:49.590889] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:49.590914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:49.590970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:49.647767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:49.648458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:49.648556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:49.648620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:49.770412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:49.770611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:49.770660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:49.770690] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:49.774339] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-17T20:22:49.774650] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-17T20:22:49.774790] [INFO ] [sig       ] GBDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:49.917318] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GBDC.txt
[2025-12-17T20:22:49.917480] [INFO ] [sig       ] [1357/3576] Completed GBDC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:49.917520] [INFO ] [sig       ] [1358/3576] Forecasting GBIO...
[2025-12-17T20:22:49.917552] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-17T20:22:49.917603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-17T20:22:49.931164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-17T20:22:49.931594] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-17T20:22:49.932656] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-17T20:22:49.932710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:49.932937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:49.932963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:49.933025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:49.989951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:49.990863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:49.990944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:49.990976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:50.110263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:50.110417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:50.110459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:50.110487] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:50.114129] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=56.14%)
[2025-12-17T20:22:50.114413] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-17T20:22:50.114543] [INFO ] [sig       ] GBIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:50.255030] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GBIO.txt
[2025-12-17T20:22:50.255179] [INFO ] [sig       ] [1358/3576] Completed GBIO in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:50.255218] [INFO ] [sig       ] [1359/3576] Forecasting GBTG...
[2025-12-17T20:22:50.255247] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-17T20:22:50.255280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-17T20:22:50.266400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-17T20:22:50.266756] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-17T20:22:50.267562] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-17T20:22:50.267638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:50.267673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:50.267701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:50.267758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:50.325127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:50.325862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:50.325943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:50.325977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:50.450223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:50.450377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:50.450417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:50.450446] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:50.453863] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-17T20:22:50.454160] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-17T20:22:50.454294] [INFO ] [sig       ] GBTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:50.594541] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GBTG.txt
[2025-12-17T20:22:50.594760] [INFO ] [sig       ] [1359/3576] Completed GBTG in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:50.594819] [INFO ] [sig       ] [1360/3576] Forecasting GBX...
[2025-12-17T20:22:50.594862] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-17T20:22:50.594905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-17T20:22:50.606555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-17T20:22:50.606902] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-17T20:22:50.607682] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-17T20:22:50.607734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:50.607766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:50.607792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:50.607863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:50.664368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:50.665281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:50.665367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:50.665401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:50.782013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:50.782174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:50.782214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:50.782243] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:50.785810] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-17T20:22:50.786103] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-17T20:22:50.786232] [INFO ] [sig       ] GBX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:50.930547] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GBX.txt
[2025-12-17T20:22:50.930734] [INFO ] [sig       ] [1360/3576] Completed GBX in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:50.930773] [INFO ] [sig       ] [1361/3576] Forecasting GCBC...
[2025-12-17T20:22:50.930804] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-17T20:22:50.930834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-17T20:22:50.941501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-17T20:22:50.941892] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-17T20:22:50.942695] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-17T20:22:50.942746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:50.942776] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:50.942803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:50.942858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:50.997910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:50.998772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:50.998879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:50.998912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:51.115361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:51.115526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:51.115585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:51.115617] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:51.119039] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-17T20:22:51.119303] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-17T20:22:51.119425] [INFO ] [sig       ] GCBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:51.257433] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GCBC.txt
[2025-12-17T20:22:51.257557] [INFO ] [sig       ] [1361/3576] Completed GCBC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:51.257613] [INFO ] [sig       ] [1362/3576] Forecasting GCMG...
[2025-12-17T20:22:51.257644] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-17T20:22:51.257674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-17T20:22:51.269086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-17T20:22:51.269393] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-17T20:22:51.270148] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-17T20:22:51.270210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:51.270242] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:51.270268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:51.270324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:51.325682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:51.326316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:51.326392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:51.326424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:51.446438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:51.446604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:51.446645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:51.446673] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:51.450042] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-17T20:22:51.450307] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-17T20:22:51.450430] [INFO ] [sig       ] GCMG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:51.588712] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GCMG.txt
[2025-12-17T20:22:51.588844] [INFO ] [sig       ] [1362/3576] Completed GCMG in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-17T20:22:51.588904] [INFO ] [sig       ] [1363/3576] Forecasting GCO...
[2025-12-17T20:22:51.588936] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-17T20:22:51.588965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-17T20:22:51.599871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-17T20:22:51.600181] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-17T20:22:51.600984] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-17T20:22:51.601035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:51.601092] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:51.601120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:51.601175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:51.657221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:51.657991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:51.658072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:51.658105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:51.777082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:51.777232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:51.777270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:51.777300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:51.780774] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=60.90%)
[2025-12-17T20:22:51.781045] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-17T20:22:51.781172] [INFO ] [sig       ] GCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:51.924406] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GCO.txt
[2025-12-17T20:22:51.924540] [INFO ] [sig       ] [1363/3576] Completed GCO in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:51.924601] [INFO ] [sig       ] [1364/3576] Forecasting GD...
[2025-12-17T20:22:51.924632] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-17T20:22:51.924663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-17T20:22:51.936359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-17T20:22:51.936714] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-17T20:22:51.937468] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-17T20:22:51.937524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:51.937563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:51.937622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:51.937697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:51.993952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:51.994836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:51.994919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:51.994951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:52.111531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:52.111698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:52.111739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:52.111768] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:52.115133] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-17T20:22:52.115399] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-17T20:22:52.115524] [INFO ] [sig       ] GD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:52.253263] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GD.txt
[2025-12-17T20:22:52.253385] [INFO ] [sig       ] [1364/3576] Completed GD in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:52.253423] [INFO ] [sig       ] [1365/3576] Forecasting GDC...
[2025-12-17T20:22:52.253452] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-17T20:22:52.253482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-17T20:22:52.264833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-17T20:22:52.265143] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-17T20:22:52.265903] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-17T20:22:52.265956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:52.265988] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:52.266014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:52.266070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:52.322666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:52.323320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:52.323395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:52.323427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:52.444537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:52.444716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:52.444755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:52.444782] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:52.448652] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=76.91%)
[2025-12-17T20:22:52.449154] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-17T20:22:52.449277] [INFO ] [sig       ] GDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:52.588711] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GDC.txt
[2025-12-17T20:22:52.588838] [INFO ] [sig       ] [1365/3576] Completed GDC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:52.588913] [INFO ] [sig       ] [1366/3576] Forecasting GDDY...
[2025-12-17T20:22:52.588946] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-17T20:22:52.588978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-17T20:22:52.600654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-17T20:22:52.600983] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-17T20:22:52.601758] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-17T20:22:52.601811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:52.601842] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:52.601870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:52.601926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:52.662856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:52.663653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:52.663747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:52.663782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:52.784613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:52.784775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:52.784813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:52.784841] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:52.788176] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-17T20:22:52.788441] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-17T20:22:52.788592] [INFO ] [sig       ] GDDY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:52.928637] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GDDY.txt
[2025-12-17T20:22:52.928765] [INFO ] [sig       ] [1366/3576] Completed GDDY in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:52.928805] [INFO ] [sig       ] [1367/3576] Forecasting GDEN...
[2025-12-17T20:22:52.928833] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-17T20:22:52.928876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-17T20:22:52.941066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-17T20:22:52.941337] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-17T20:22:52.942095] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-17T20:22:52.942147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:52.942178] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:52.942204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:52.942259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:52.997957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:52.998544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:52.998638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:52.998671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:53.120419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:53.120563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:53.120622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:53.120655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:53.123994] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-17T20:22:53.124279] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-17T20:22:53.124403] [INFO ] [sig       ] GDEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:53.262797] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GDEN.txt
[2025-12-17T20:22:53.262921] [INFO ] [sig       ] [1367/3576] Completed GDEN in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:53.262958] [INFO ] [sig       ] [1368/3576] Forecasting GDRX...
[2025-12-17T20:22:53.262997] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-17T20:22:53.263026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-17T20:22:53.274110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-17T20:22:53.274404] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-17T20:22:53.275178] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-17T20:22:53.275230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:53.275263] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:53.275290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:53.275347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:53.332543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:53.333214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:53.333301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:53.333334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:53.451330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:53.451474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:53.451514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:53.451542] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:53.454888] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-17T20:22:53.455163] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-17T20:22:53.455292] [INFO ] [sig       ] GDRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:53.598301] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GDRX.txt
[2025-12-17T20:22:53.598429] [INFO ] [sig       ] [1368/3576] Completed GDRX in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:53.598469] [INFO ] [sig       ] [1369/3576] Forecasting GDS...
[2025-12-17T20:22:53.598505] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-17T20:22:53.598566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-17T20:22:53.610158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-17T20:22:53.610460] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-17T20:22:53.611440] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-17T20:22:53.611492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:53.611524] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:53.611552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:53.611637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:53.669386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:53.670237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:53.670314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:53.670347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:53.792266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:53.792424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:53.792480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:53.792508] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:53.795818] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-17T20:22:53.796080] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-17T20:22:53.796202] [INFO ] [sig       ] GDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:53.934053] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GDS.txt
[2025-12-17T20:22:53.934189] [INFO ] [sig       ] [1369/3576] Completed GDS in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:53.934231] [INFO ] [sig       ] [1370/3576] Forecasting GDYN...
[2025-12-17T20:22:53.934260] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-17T20:22:53.934289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-17T20:22:53.945227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-17T20:22:53.945533] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-17T20:22:53.946291] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-17T20:22:53.946342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:53.946373] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:53.946399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:53.946454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:54.002043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:54.002844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:54.002924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:54.002957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:54.126438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:54.126617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:54.126668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:54.126704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:54.130302] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-17T20:22:54.130597] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-17T20:22:54.130750] [INFO ] [sig       ] GDYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:54.268824] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GDYN.txt
[2025-12-17T20:22:54.272045] [INFO ] [sig       ] [1370/3576] Completed GDYN in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:54.272103] [INFO ] [sig       ] [1371/3576] Forecasting GE...
[2025-12-17T20:22:54.272134] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-17T20:22:54.272165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-17T20:22:54.284140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-17T20:22:54.284440] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-17T20:22:54.285218] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-17T20:22:54.285270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:54.285301] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:54.285326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:54.285380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:54.341157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:54.342026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:54.342129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:54.342163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:54.460420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:54.460598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:54.460649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:54.460684] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:54.464000] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-17T20:22:54.464266] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-17T20:22:54.464388] [INFO ] [sig       ] GE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:54.604507] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GE.txt
[2025-12-17T20:22:54.604653] [INFO ] [sig       ] [1371/3576] Completed GE in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:54.604695] [INFO ] [sig       ] [1372/3576] Forecasting GECC...
[2025-12-17T20:22:54.604723] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-17T20:22:54.604753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-17T20:22:54.616055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-17T20:22:54.616315] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-17T20:22:54.617075] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-17T20:22:54.617125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:54.617156] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:54.617181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:54.617236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:54.673654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:54.674248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:54.674323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:54.674355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:54.793670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:54.793817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:54.793856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:54.793885] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:54.797338] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-17T20:22:54.797615] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-17T20:22:54.797742] [INFO ] [sig       ] GECC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:54.935625] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GECC.txt
[2025-12-17T20:22:54.935775] [INFO ] [sig       ] [1372/3576] Completed GECC in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:54.935815] [INFO ] [sig       ] [1373/3576] Forecasting GEF...
[2025-12-17T20:22:54.935844] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-17T20:22:54.935874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-17T20:22:54.947590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-17T20:22:54.947915] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-17T20:22:54.948678] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-17T20:22:54.948729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:54.948770] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:54.948799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:54.948870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:55.004295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:55.005148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:55.005291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:55.005324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:55.127234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:55.127419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:55.127466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:55.127495] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:55.130996] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-17T20:22:55.131275] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-17T20:22:55.131401] [INFO ] [sig       ] GEF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:55.274255] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GEF.txt
[2025-12-17T20:22:55.274415] [INFO ] [sig       ] [1373/3576] Completed GEF in 0.3s | 2.92 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-17T20:22:55.274456] [INFO ] [sig       ] [1374/3576] Forecasting GEHC...
[2025-12-17T20:22:55.274485] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-17T20:22:55.274515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-17T20:22:55.286567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-17T20:22:55.287114] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-17T20:22:55.287919] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-17T20:22:55.288159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:55.288190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:55.288217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:55.288271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:55.347785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:55.348625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:55.348706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:55.348738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:55.475542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:55.475714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:55.475754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:55.475783] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:55.479462] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2025-12-17T20:22:55.479752] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-17T20:22:55.479876] [INFO ] [sig       ] GEHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:55.623186] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GEHC.txt
[2025-12-17T20:22:55.623326] [INFO ] [sig       ] [1374/3576] Completed GEHC in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:55.623366] [INFO ] [sig       ] [1375/3576] Forecasting GEL...
[2025-12-17T20:22:55.623396] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-17T20:22:55.623428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-17T20:22:55.635555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-17T20:22:55.635909] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-17T20:22:55.636663] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-17T20:22:55.636714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:55.636744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:55.636769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:55.636823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:55.693705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:55.694516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:55.694631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:55.694674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:55.816558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:55.816723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:55.816765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:55.816792] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:55.820327] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-17T20:22:55.820609] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-17T20:22:55.820738] [INFO ] [sig       ] GEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:55.967620] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GEL.txt
[2025-12-17T20:22:55.967801] [INFO ] [sig       ] [1375/3576] Completed GEL in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:55.967847] [INFO ] [sig       ] [1376/3576] Forecasting GEN...
[2025-12-17T20:22:55.967876] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-17T20:22:55.967905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-17T20:22:55.981150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-17T20:22:55.981545] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-17T20:22:55.982525] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-17T20:22:55.982602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:55.982636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:55.982663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:55.982718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:56.041307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:56.042197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:56.042277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:56.042310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:56.163598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:56.163765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:56.163809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:56.163838] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:56.167384] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-17T20:22:56.167702] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-17T20:22:56.167850] [INFO ] [sig       ] GEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:56.313561] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GEN.txt
[2025-12-17T20:22:56.313828] [INFO ] [sig       ] [1376/3576] Completed GEN in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:56.313893] [INFO ] [sig       ] [1377/3576] Forecasting GENI...
[2025-12-17T20:22:56.313945] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-17T20:22:56.313988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-17T20:22:56.329006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-17T20:22:56.329457] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-17T20:22:56.330503] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-17T20:22:56.330568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:56.330636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:56.330680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:56.330759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:56.392039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:56.392932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:56.393017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:56.393049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:56.512383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:56.512545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:56.512609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:56.512641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:56.516122] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=93.54%)
[2025-12-17T20:22:56.516405] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-17T20:22:56.516532] [INFO ] [sig       ] GENI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:56.656947] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GENI.txt
[2025-12-17T20:22:56.657105] [INFO ] [sig       ] [1377/3576] Completed GENI in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:56.657146] [INFO ] [sig       ] [1378/3576] Forecasting GENK...
[2025-12-17T20:22:56.657174] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-17T20:22:56.657204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-17T20:22:56.669490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-17T20:22:56.669883] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-17T20:22:56.670661] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-17T20:22:56.670713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:56.670744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:56.670771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:56.670826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:56.725949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:56.726812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:56.726897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:56.726929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:56.858467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:56.858645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:56.858693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:56.858725] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:56.862348] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-17T20:22:56.862641] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-17T20:22:56.862766] [INFO ] [sig       ] GENK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:57.013175] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GENK.txt
[2025-12-17T20:22:57.013364] [INFO ] [sig       ] [1378/3576] Completed GENK in 0.4s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:57.013414] [INFO ] [sig       ] [1379/3576] Forecasting GEOS...
[2025-12-17T20:22:57.013447] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-17T20:22:57.013479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-17T20:22:57.026335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-17T20:22:57.026779] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-17T20:22:57.027678] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-17T20:22:57.027736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:57.027770] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:57.027800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:57.027857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:57.084594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:57.085549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:57.085654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:57.085688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:57.210588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:57.210755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:57.210803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:57.210834] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:57.214126] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2025-12-17T20:22:57.214395] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-17T20:22:57.214518] [INFO ] [sig       ] GEOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:57.354267] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GEOS.txt
[2025-12-17T20:22:57.354392] [INFO ] [sig       ] [1379/3576] Completed GEOS in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-17T20:22:57.354431] [INFO ] [sig       ] [1380/3576] Forecasting GERN...
[2025-12-17T20:22:57.354460] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-17T20:22:57.354491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-17T20:22:57.367471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-17T20:22:57.367858] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-17T20:22:57.369132] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-17T20:22:57.369184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:57.369240] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:57.369269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:57.369325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:57.430412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:57.431500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:57.431600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:57.431637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:57.559829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:57.559986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:57.560223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:57.560286] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:57.564044] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-17T20:22:57.564313] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-17T20:22:57.564442] [INFO ] [sig       ] GERN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:57.706071] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GERN.txt
[2025-12-17T20:22:57.706189] [INFO ] [sig       ] [1380/3576] Completed GERN in 0.4s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:57.706227] [INFO ] [sig       ] [1381/3576] Forecasting GES...
[2025-12-17T20:22:57.706255] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-17T20:22:57.706286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-17T20:22:57.717915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-17T20:22:57.718196] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-17T20:22:57.722490] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-17T20:22:57.722561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:57.722611] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:57.722640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:57.722708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:57.780451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:57.781150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:57.781225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:57.781258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:57.901215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:57.901361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:57.901401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:57.901429] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:57.904780] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-17T20:22:57.905056] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-17T20:22:57.905177] [INFO ] [sig       ] GES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:58.041776] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GES.txt
[2025-12-17T20:22:58.041898] [INFO ] [sig       ] [1381/3576] Completed GES in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:58.041935] [INFO ] [sig       ] [1382/3576] Forecasting GEVO...
[2025-12-17T20:22:58.041963] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-17T20:22:58.041994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-17T20:22:58.054028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-17T20:22:58.054349] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-17T20:22:58.055132] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-17T20:22:58.055184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:58.055218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:58.055245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:58.055302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:58.110725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:58.111551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:58.111655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:58.111708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:58.237023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:58.237183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:58.237223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:58.237251] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:58.240780] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-17T20:22:58.241108] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-17T20:22:58.241246] [INFO ] [sig       ] GEVO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:58.382790] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GEVO.txt
[2025-12-17T20:22:58.382937] [INFO ] [sig       ] [1382/3576] Completed GEVO in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:58.382976] [INFO ] [sig       ] [1383/3576] Forecasting GFF...
[2025-12-17T20:22:58.383005] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-17T20:22:58.383037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-17T20:22:58.394230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-17T20:22:58.394565] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-17T20:22:58.395338] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-17T20:22:58.395389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:58.395419] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:58.395445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:58.395500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:58.451790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:58.452621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:58.452708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:58.452741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:58.571893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:58.572080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:58.572121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:58.572184] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:58.575681] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-12-17T20:22:58.575963] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-17T20:22:58.576103] [INFO ] [sig       ] GFF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:22:58.716046] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GFF.txt
[2025-12-17T20:22:58.716197] [INFO ] [sig       ] [1383/3576] Completed GFF in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:58.716236] [INFO ] [sig       ] [1384/3576] Forecasting GFI...
[2025-12-17T20:22:58.716265] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-17T20:22:58.716295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-17T20:22:58.728047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-17T20:22:58.728404] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-17T20:22:58.729206] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-17T20:22:58.729257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:58.729287] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:58.729325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:58.729383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:58.785514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:58.786373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:58.786455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:58.786487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:58.909028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:58.909182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:58.909221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:58.909250] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:58.912539] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-17T20:22:58.912822] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-17T20:22:58.912946] [INFO ] [sig       ] GFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:59.051782] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GFI.txt
[2025-12-17T20:22:59.051941] [INFO ] [sig       ] [1384/3576] Completed GFI in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:59.051981] [INFO ] [sig       ] [1385/3576] Forecasting GFL...
[2025-12-17T20:22:59.052012] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-17T20:22:59.052045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-17T20:22:59.064163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-17T20:22:59.064540] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-17T20:22:59.065331] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-17T20:22:59.065383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:59.065415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:59.065441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:59.065498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:59.123113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:59.124171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:59.124254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:59.124287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:59.242446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:59.242542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:59.242593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:59.242624] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:59.245673] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-17T20:22:59.245936] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-17T20:22:59.246057] [INFO ] [sig       ] GFL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:59.386400] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GFL.txt
[2025-12-17T20:22:59.386519] [INFO ] [sig       ] [1385/3576] Completed GFL in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:59.386557] [INFO ] [sig       ] [1386/3576] Forecasting GFS...
[2025-12-17T20:22:59.386602] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-17T20:22:59.386634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-17T20:22:59.398382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-17T20:22:59.398671] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-17T20:22:59.399459] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-17T20:22:59.399510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:59.399540] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:59.399567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:59.399659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:59.455994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:59.456565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:59.456657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:59.456690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:59.574840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:59.574934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:59.574968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:59.574995] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:59.578055] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-17T20:22:59.578307] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-17T20:22:59.578425] [INFO ] [sig       ] GFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:22:59.718061] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GFS.txt
[2025-12-17T20:22:59.718168] [INFO ] [sig       ] [1386/3576] Completed GFS in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:22:59.718204] [INFO ] [sig       ] [1387/3576] Forecasting GGAL...
[2025-12-17T20:22:59.718231] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-17T20:22:59.718261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-17T20:22:59.729464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-17T20:22:59.729752] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-17T20:22:59.730535] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-17T20:22:59.730603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:22:59.730636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:22:59.730661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:22:59.730716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:22:59.785914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:22:59.786494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:22:59.786568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:22:59.786618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:22:59.905073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:22:59.905176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:22:59.905213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:22:59.905241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:22:59.908428] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-17T20:22:59.908708] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-17T20:22:59.908831] [INFO ] [sig       ] GGAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:00.046274] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GGAL.txt
[2025-12-17T20:23:00.046402] [INFO ] [sig       ] [1387/3576] Completed GGAL in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:23:00.046440] [INFO ] [sig       ] [1388/3576] Forecasting GGB...
[2025-12-17T20:23:00.046469] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-17T20:23:00.046507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-17T20:23:00.059035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-17T20:23:00.059356] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-17T20:23:00.060341] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-17T20:23:00.060395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:00.060429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:00.060457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:00.060515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:00.118800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:00.119427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:00.119506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:00.119538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:00.239463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:00.239555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:00.239606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:00.239636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:00.242674] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-17T20:23:00.242933] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-17T20:23:00.243050] [INFO ] [sig       ] GGB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:00.380280] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GGB.txt
[2025-12-17T20:23:00.380388] [INFO ] [sig       ] [1388/3576] Completed GGB in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:23:00.380426] [INFO ] [sig       ] [1389/3576] Forecasting GGG...
[2025-12-17T20:23:00.380456] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-17T20:23:00.380485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-17T20:23:00.392154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-17T20:23:00.392420] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-17T20:23:00.393165] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-17T20:23:00.393216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:00.393246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:00.393272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:00.393326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:00.448814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:00.449401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:00.449481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:00.449511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:00.572385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:00.572516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:00.572558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:00.572604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:00.575949] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=41.23%)
[2025-12-17T20:23:00.576220] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-17T20:23:00.576344] [INFO ] [sig       ] GGG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:00.716401] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GGG.txt
[2025-12-17T20:23:00.716513] [INFO ] [sig       ] [1389/3576] Completed GGG in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:23:00.716551] [INFO ] [sig       ] [1390/3576] Forecasting GGLL...
[2025-12-17T20:23:00.716597] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-17T20:23:00.716629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-17T20:23:00.728562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-17T20:23:00.728851] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-17T20:23:00.729636] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-17T20:23:00.729687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:00.729720] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:00.729754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:00.729822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:00.785800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:00.786519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:00.786634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:00.786668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:00.901757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:00.901883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:00.901922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:00.901951] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:00.905169] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-17T20:23:00.905440] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-17T20:23:00.905562] [INFO ] [sig       ] GGLL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:01.045146] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GGLL.txt
[2025-12-17T20:23:01.045293] [INFO ] [sig       ] [1390/3576] Completed GGLL in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:23:01.045332] [INFO ] [sig       ] [1391/3576] Forecasting GGLS...
[2025-12-17T20:23:01.045361] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-17T20:23:01.045392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-17T20:23:01.057528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-17T20:23:01.057891] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-17T20:23:01.058693] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-17T20:23:01.058746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:01.058783] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:01.058811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:01.058896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:01.116253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:01.117057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:01.117142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:01.117176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:01.238971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:01.239093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:01.239134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:01.239164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:01.242534] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-17T20:23:01.242843] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-17T20:23:01.242971] [INFO ] [sig       ] GGLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:01.391376] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GGLS.txt
[2025-12-17T20:23:01.391531] [INFO ] [sig       ] [1391/3576] Completed GGLS in 0.3s | 2.92 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-17T20:23:01.391588] [INFO ] [sig       ] [1392/3576] Forecasting GH...
[2025-12-17T20:23:01.391620] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-17T20:23:01.391649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-17T20:23:01.402758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-17T20:23:01.403081] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-17T20:23:01.403856] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-17T20:23:01.403907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:01.403938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:01.403964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:01.404019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:01.462694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:01.463494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:01.463595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:01.463631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:01.592794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:01.592909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:01.592950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:01.593168] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:01.596831] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-17T20:23:01.597310] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-17T20:23:01.597436] [INFO ] [sig       ] GH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:01.742638] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GH.txt
[2025-12-17T20:23:01.742773] [INFO ] [sig       ] [1392/3576] Completed GH in 0.4s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-17T20:23:01.742819] [INFO ] [sig       ] [1393/3576] Forecasting GHI...
[2025-12-17T20:23:01.742854] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-17T20:23:01.742890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-17T20:23:01.763169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-17T20:23:01.763448] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-17T20:23:01.764205] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-17T20:23:01.764255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:01.764287] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:01.764313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:01.764368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:01.821222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:01.821872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:01.821950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:01.821982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:01.941444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:01.941639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:01.941682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:01.941710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:01.945654] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-17T20:23:01.945996] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-17T20:23:01.946138] [INFO ] [sig       ] GHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:02.087141] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GHI.txt
[2025-12-17T20:23:02.087299] [INFO ] [sig       ] [1393/3576] Completed GHI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-17T20:23:02.087340] [INFO ] [sig       ] [1394/3576] Forecasting GHM...
[2025-12-17T20:23:02.087369] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-17T20:23:02.087399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-17T20:23:02.098025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-17T20:23:02.098312] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-17T20:23:02.099251] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-17T20:23:02.099301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:02.099332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:02.099358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:02.099413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:02.156515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:02.157199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:02.157277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:02.157309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:02.276556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:02.276724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:02.276765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:02.276797] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:02.280167] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-12-17T20:23:02.280439] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-17T20:23:02.280565] [INFO ] [sig       ] GHM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:02.420313] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GHM.txt
[2025-12-17T20:23:02.420468] [INFO ] [sig       ] [1394/3576] Completed GHM in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-17T20:23:02.420508] [INFO ] [sig       ] [1395/3576] Forecasting GHRS...
[2025-12-17T20:23:02.420540] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-17T20:23:02.420586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-17T20:23:02.437281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-17T20:23:02.437640] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-17T20:23:02.438534] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-17T20:23:02.438624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:02.438669] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:02.438707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:02.438785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:02.500493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:02.501386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:02.501473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:02.501506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:02.622855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:02.623019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:02.623059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:02.623088] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:02.626645] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-17T20:23:02.626917] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-17T20:23:02.627043] [INFO ] [sig       ] GHRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:02.767240] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GHRS.txt
[2025-12-17T20:23:02.767367] [INFO ] [sig       ] [1395/3576] Completed GHRS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-17T20:23:02.767406] [INFO ] [sig       ] [1396/3576] Forecasting GHY...
[2025-12-17T20:23:02.767434] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-17T20:23:02.767463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-17T20:23:02.778899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-17T20:23:02.779187] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-17T20:23:02.779972] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-17T20:23:02.780023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:02.780054] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:02.780080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:02.780134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:02.835840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:02.836441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:02.836517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:02.836548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:02.957615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:02.957769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:02.957808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:02.957839] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:02.961703] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-17T20:23:02.961996] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-17T20:23:02.962117] [INFO ] [sig       ] GHY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:03.099542] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GHY.txt
[2025-12-17T20:23:03.099681] [INFO ] [sig       ] [1396/3576] Completed GHY in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-17T20:23:03.099720] [INFO ] [sig       ] [1397/3576] Forecasting GIB...
[2025-12-17T20:23:03.099748] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-17T20:23:03.099777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-17T20:23:03.111006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-17T20:23:03.111280] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-17T20:23:03.112034] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-17T20:23:03.112084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:03.112149] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:03.112178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:03.112234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:03.167700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:03.168291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:03.168366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:03.168397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:03.284795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:03.284946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:03.284986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:03.285013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:03.288668] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-17T20:23:03.288954] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-17T20:23:03.289080] [INFO ] [sig       ] GIB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:03.428527] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GIB.txt
[2025-12-17T20:23:03.428663] [INFO ] [sig       ] [1397/3576] Completed GIB in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:03.428703] [INFO ] [sig       ] [1398/3576] Forecasting GIFI...
[2025-12-17T20:23:03.428732] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-17T20:23:03.428763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-17T20:23:03.439457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-17T20:23:03.439778] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-17T20:23:03.440544] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-17T20:23:03.440614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:03.440649] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:03.440676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:03.440731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:03.496498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:03.497145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:03.497222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:03.497255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:03.612442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:03.612598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:03.612638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:03.612666] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:03.616480] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=57.61%)
[2025-12-17T20:23:03.616759] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-17T20:23:03.616888] [INFO ] [sig       ] GIFI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:03.756177] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GIFI.txt
[2025-12-17T20:23:03.756314] [INFO ] [sig       ] [1398/3576] Completed GIFI in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:03.756352] [INFO ] [sig       ] [1399/3576] Forecasting GIII...
[2025-12-17T20:23:03.756381] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-17T20:23:03.756412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-17T20:23:03.769041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-17T20:23:03.769350] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-17T20:23:03.770121] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-17T20:23:03.770173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:03.770205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:03.770231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:03.770287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:03.826660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:03.827315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:03.827392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:03.827423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:03.946525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:03.946674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:03.946715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:03.946743] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:03.950182] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-17T20:23:03.950456] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-17T20:23:03.950602] [INFO ] [sig       ] GIII: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:04.091072] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GIII.txt
[2025-12-17T20:23:04.091196] [INFO ] [sig       ] [1399/3576] Completed GIII in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:04.091232] [INFO ] [sig       ] [1400/3576] Forecasting GIL...
[2025-12-17T20:23:04.091261] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-17T20:23:04.091292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-17T20:23:04.102557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-17T20:23:04.103089] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-17T20:23:04.103856] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-17T20:23:04.103907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:04.103942] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:04.103968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:04.104023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:04.162050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:04.162929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:04.163015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:04.163050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:04.289857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:04.290024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:04.290069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:04.290134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:04.293615] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2025-12-17T20:23:04.293895] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-17T20:23:04.294021] [INFO ] [sig       ] GIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:04.438719] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GIL.txt
[2025-12-17T20:23:04.438851] [INFO ] [sig       ] [1400/3576] Completed GIL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:04.438921] [INFO ] [sig       ] [1401/3576] Forecasting GILD...
[2025-12-17T20:23:04.438951] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-17T20:23:04.438981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-17T20:23:04.450683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-17T20:23:04.451013] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-17T20:23:04.451785] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-17T20:23:04.451836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:04.451867] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:04.451893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:04.451953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:04.509018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:04.509725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:04.509803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:04.509834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:04.632816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:04.632948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:04.632986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:04.633015] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:04.636273] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: UP (p=55.42%)
[2025-12-17T20:23:04.636534] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-17T20:23:04.636672] [INFO ] [sig       ] GILD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:04.775458] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GILD.txt
[2025-12-17T20:23:04.775585] [INFO ] [sig       ] [1401/3576] Completed GILD in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:04.775624] [INFO ] [sig       ] [1402/3576] Forecasting GIS...
[2025-12-17T20:23:04.775654] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-17T20:23:04.775684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-17T20:23:04.787377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-17T20:23:04.787690] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-17T20:23:04.788456] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-17T20:23:04.788508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:04.788540] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:04.788567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:04.788653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:04.844483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:04.845084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:04.845159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:04.845190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:04.961671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:04.961810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:04.961848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:04.961878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:04.965112] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-17T20:23:04.965372] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-17T20:23:04.965490] [INFO ] [sig       ] GIS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:05.104926] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GIS.txt
[2025-12-17T20:23:05.105071] [INFO ] [sig       ] [1402/3576] Completed GIS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:05.105110] [INFO ] [sig       ] [1403/3576] Forecasting GKOS...
[2025-12-17T20:23:05.105139] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-17T20:23:05.105170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-17T20:23:05.116761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-17T20:23:05.117067] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-17T20:23:05.117883] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-17T20:23:05.117936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:05.117969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:05.117996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:05.118053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:05.173273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:05.173930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:05.174006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:05.174038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:05.295737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:05.295876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:05.295915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:05.295943] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:05.299205] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-17T20:23:05.299467] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-17T20:23:05.299604] [INFO ] [sig       ] GKOS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:05.436822] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GKOS.txt
[2025-12-17T20:23:05.436964] [INFO ] [sig       ] [1403/3576] Completed GKOS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:05.437009] [INFO ] [sig       ] [1404/3576] Forecasting GL...
[2025-12-17T20:23:05.437039] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-17T20:23:05.437068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-17T20:23:05.448644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-17T20:23:05.448993] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-17T20:23:05.449995] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-17T20:23:05.450046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:05.450076] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:05.450102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:05.450156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:05.506612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:05.507518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:05.507613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:05.507647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:05.631464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:05.631625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:05.631666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:05.631710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:05.635627] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=67.34%)
[2025-12-17T20:23:05.635906] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-17T20:23:05.636224] [INFO ] [sig       ] GL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:05.775423] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GL.txt
[2025-12-17T20:23:05.775560] [INFO ] [sig       ] [1404/3576] Completed GL in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:05.775636] [INFO ] [sig       ] [1405/3576] Forecasting GLAD...
[2025-12-17T20:23:05.775666] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-17T20:23:05.775696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-17T20:23:05.787090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-17T20:23:05.787409] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-17T20:23:05.788204] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-17T20:23:05.788254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:05.788284] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:05.788309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:05.788364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:05.844368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:05.845065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:05.845143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:05.845176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:05.960459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:05.960630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:05.960672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:05.960701] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:05.964000] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=52.11%)
[2025-12-17T20:23:05.964280] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-17T20:23:05.964404] [INFO ] [sig       ] GLAD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:06.100037] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLAD.txt
[2025-12-17T20:23:06.100176] [INFO ] [sig       ] [1405/3576] Completed GLAD in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:06.100218] [INFO ] [sig       ] [1406/3576] Forecasting GLBE...
[2025-12-17T20:23:06.100247] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-17T20:23:06.100277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-17T20:23:06.111609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-17T20:23:06.111962] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-17T20:23:06.112818] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-17T20:23:06.112873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:06.112905] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:06.112931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:06.112987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:06.168088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:06.168761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:06.168839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:06.168897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:06.289047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:06.289181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:06.289220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:06.289247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:06.292502] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2025-12-17T20:23:06.292780] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-17T20:23:06.292902] [INFO ] [sig       ] GLBE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:06.430482] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLBE.txt
[2025-12-17T20:23:06.430614] [INFO ] [sig       ] [1406/3576] Completed GLBE in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:06.430655] [INFO ] [sig       ] [1407/3576] Forecasting GLBS...
[2025-12-17T20:23:06.430684] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-17T20:23:06.430714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-17T20:23:06.441843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-17T20:23:06.442139] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-17T20:23:06.442955] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-17T20:23:06.443008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:06.443040] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:06.443070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:06.443125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:06.499488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:06.500141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:06.500259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:06.500306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:06.613561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:06.613688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:06.613732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:06.613772] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:06.616950] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-17T20:23:06.617220] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-17T20:23:06.617346] [INFO ] [sig       ] GLBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:06.759998] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLBS.txt
[2025-12-17T20:23:06.760115] [INFO ] [sig       ] [1407/3576] Completed GLBS in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:06.760153] [INFO ] [sig       ] [1408/3576] Forecasting GLDD...
[2025-12-17T20:23:06.760182] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-17T20:23:06.760212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-17T20:23:06.771871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-17T20:23:06.772140] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-17T20:23:06.773098] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-17T20:23:06.773301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:06.773332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:06.773368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:06.773424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:06.829923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:06.830564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:06.830663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:06.830696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:06.950555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:06.950695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:06.950733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:06.950763] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:06.953911] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-17T20:23:06.954176] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-17T20:23:06.954298] [INFO ] [sig       ] GLDD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:07.097323] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLDD.txt
[2025-12-17T20:23:07.097480] [INFO ] [sig       ] [1408/3576] Completed GLDD in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:07.097519] [INFO ] [sig       ] [1409/3576] Forecasting GLNG...
[2025-12-17T20:23:07.097550] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-17T20:23:07.097600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-17T20:23:07.109689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-17T20:23:07.110095] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-17T20:23:07.110905] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-17T20:23:07.110975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:07.111014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:07.111046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:07.111101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:07.168381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:07.169264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:07.169348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:07.169382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:07.293593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:07.293747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:07.293787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:07.293818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:07.297459] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-17T20:23:07.297752] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-17T20:23:07.297879] [INFO ] [sig       ] GLNG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:07.437881] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLNG.txt
[2025-12-17T20:23:07.438018] [INFO ] [sig       ] [1409/3576] Completed GLNG in 0.3s | 2.92 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-17T20:23:07.438057] [INFO ] [sig       ] [1410/3576] Forecasting GLOB...
[2025-12-17T20:23:07.438086] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-17T20:23:07.438116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-17T20:23:07.449748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-17T20:23:07.450067] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-17T20:23:07.450868] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-17T20:23:07.450927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:07.450963] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:07.450991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:07.451049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:07.509239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:07.510140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:07.510230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:07.510263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:07.632620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:07.632777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:07.632816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:07.632847] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:07.636280] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-17T20:23:07.636552] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-17T20:23:07.636699] [INFO ] [sig       ] GLOB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:07.778692] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLOB.txt
[2025-12-17T20:23:07.778850] [INFO ] [sig       ] [1410/3576] Completed GLOB in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-17T20:23:07.778922] [INFO ] [sig       ] [1411/3576] Forecasting GLP...
[2025-12-17T20:23:07.778954] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-17T20:23:07.778984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-17T20:23:07.790681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-17T20:23:07.790981] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-17T20:23:07.791794] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-17T20:23:07.791846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:07.791883] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:07.791917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:07.791985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:07.849768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:07.850563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:07.850663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:07.850695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:07.972034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:07.972186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:07.972225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:07.972255] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:07.975719] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=76.34%)
[2025-12-17T20:23:07.976014] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-17T20:23:07.976141] [INFO ] [sig       ] GLP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:08.117910] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLP.txt
[2025-12-17T20:23:08.118233] [INFO ] [sig       ] [1411/3576] Completed GLP in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-17T20:23:08.118270] [INFO ] [sig       ] [1412/3576] Forecasting GLPG...
[2025-12-17T20:23:08.118301] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-17T20:23:08.118338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-17T20:23:08.130443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-17T20:23:08.130744] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-17T20:23:08.131486] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-17T20:23:08.131537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:08.131568] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:08.131619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:08.131675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:08.187735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:08.188452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:08.188546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:08.188608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:08.313628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:08.313776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:08.313817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:08.313845] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:08.317152] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-17T20:23:08.317418] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-17T20:23:08.317543] [INFO ] [sig       ] GLPG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:08.460634] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLPG.txt
[2025-12-17T20:23:08.460767] [INFO ] [sig       ] [1412/3576] Completed GLPG in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-17T20:23:08.460806] [INFO ] [sig       ] [1413/3576] Forecasting GLPI...
[2025-12-17T20:23:08.460838] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-17T20:23:08.460869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-17T20:23:08.472113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-17T20:23:08.472402] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-17T20:23:08.473163] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-17T20:23:08.473214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:08.473246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:08.473272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:08.473327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:08.529387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:08.530105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:08.530193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:08.530228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:08.650073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:08.650224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:08.650265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:08.650295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:08.653872] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-12-17T20:23:08.654183] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-17T20:23:08.654311] [INFO ] [sig       ] GLPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:08.796390] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLPI.txt
[2025-12-17T20:23:08.796536] [INFO ] [sig       ] [1413/3576] Completed GLPI in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-17T20:23:08.796595] [INFO ] [sig       ] [1414/3576] Forecasting GLRE...
[2025-12-17T20:23:08.796626] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-17T20:23:08.796657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-17T20:23:08.808347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-17T20:23:08.808672] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-17T20:23:08.809469] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-17T20:23:08.809521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:08.809599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:08.809631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:08.809689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:08.867501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:08.868201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:08.868281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:08.868314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:08.989021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:08.989180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:08.989219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:08.989248] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:08.992647] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-17T20:23:08.992916] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-17T20:23:08.993044] [INFO ] [sig       ] GLRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:09.135091] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLRE.txt
[2025-12-17T20:23:09.135217] [INFO ] [sig       ] [1414/3576] Completed GLRE in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:09.135255] [INFO ] [sig       ] [1415/3576] Forecasting GLSI...
[2025-12-17T20:23:09.135283] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-17T20:23:09.135312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-17T20:23:09.146311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-17T20:23:09.146606] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-17T20:23:09.147373] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-17T20:23:09.147423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:09.147454] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:09.147480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:09.147536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:09.204823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:09.205420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:09.205495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:09.205527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:09.321787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:09.321940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:09.321983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:09.322031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:09.325326] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-17T20:23:09.325625] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-17T20:23:09.325753] [INFO ] [sig       ] GLSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:09.465159] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLSI.txt
[2025-12-17T20:23:09.465304] [INFO ] [sig       ] [1415/3576] Completed GLSI in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:09.465342] [INFO ] [sig       ] [1416/3576] Forecasting GLTO...
[2025-12-17T20:23:09.465372] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-17T20:23:09.465403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-17T20:23:09.477227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-17T20:23:09.477616] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-17T20:23:09.478439] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-17T20:23:09.478490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:09.478523] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:09.478549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:09.478624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:09.536230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:09.536988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:09.537073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:09.537109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:09.654828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:09.654980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:09.655022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:09.655052] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:09.658532] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-17T20:23:09.658827] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-17T20:23:09.658982] [INFO ] [sig       ] GLTO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:09.800353] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GLTO.txt
[2025-12-17T20:23:09.800480] [INFO ] [sig       ] [1416/3576] Completed GLTO in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:09.800526] [INFO ] [sig       ] [1417/3576] Forecasting GLUE...
[2025-12-17T20:23:09.800563] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-17T20:23:09.800622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-17T20:23:09.811919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-17T20:23:09.812246] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-17T20:23:09.813032] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-17T20:23:09.813083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:09.813115] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:09.813141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:09.813198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:09.871015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:09.871882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:09.871966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:09.872000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:09.991812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:09.991972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:09.992011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:09.992073] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:09.995382] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-17T20:23:09.995672] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-17T20:23:09.995797] [INFO ] [sig       ] GLUE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:10.166353] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GLUE.txt
[2025-12-17T20:23:10.166505] [INFO ] [sig       ] [1417/3576] Completed GLUE in 0.4s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:10.166547] [INFO ] [sig       ] [1418/3576] Forecasting GMAB...
[2025-12-17T20:23:10.166596] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-17T20:23:10.166630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-17T20:23:10.178877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-17T20:23:10.179188] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-17T20:23:10.179963] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-17T20:23:10.180014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:10.180045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:10.180072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:10.180128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:10.235405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:10.236172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:10.236249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:10.236280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:10.355934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:10.356085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:10.356124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:10.356153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:10.359552] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-17T20:23:10.359838] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-17T20:23:10.359961] [INFO ] [sig       ] GMAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:10.498621] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GMAB.txt
[2025-12-17T20:23:10.498741] [INFO ] [sig       ] [1418/3576] Completed GMAB in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:10.498779] [INFO ] [sig       ] [1419/3576] Forecasting GME...
[2025-12-17T20:23:10.498809] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-17T20:23:10.498839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-17T20:23:10.510770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-17T20:23:10.511072] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-17T20:23:10.511843] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-17T20:23:10.511894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:10.511925] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:10.511951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:10.512017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:10.567881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:10.568678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:10.568756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:10.568787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:10.691897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:10.692067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:10.692115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:10.692155] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:10.696048] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=16.98%)
[2025-12-17T20:23:10.696351] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-17T20:23:10.696505] [INFO ] [sig       ] GME: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:10.849683] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GME.txt
[2025-12-17T20:23:10.849837] [INFO ] [sig       ] [1419/3576] Completed GME in 0.4s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:10.849892] [INFO ] [sig       ] [1420/3576] Forecasting GMED...
[2025-12-17T20:23:10.849933] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-17T20:23:10.849972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-17T20:23:10.862385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-17T20:23:10.862734] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-17T20:23:10.863505] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-17T20:23:10.863558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:10.863612] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:10.863641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:10.863697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:10.925872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:10.926846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:10.926933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:10.926966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:11.056472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:11.056648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:11.056705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:11.056749] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:11.060620] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-12-17T20:23:11.060907] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-17T20:23:11.061073] [INFO ] [sig       ] GMED: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:11.210463] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GMED.txt
[2025-12-17T20:23:11.210620] [INFO ] [sig       ] [1420/3576] Completed GMED in 0.4s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:11.210663] [INFO ] [sig       ] [1421/3576] Forecasting GMM...
[2025-12-17T20:23:11.210693] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-17T20:23:11.210725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-17T20:23:11.222423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-17T20:23:11.222778] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-17T20:23:11.223556] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-17T20:23:11.223640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:11.223676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:11.223703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:11.223759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:11.283163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:11.284085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:11.284169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:11.284201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:11.392227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:11.392383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:11.392422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:11.392451] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:11.395806] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-17T20:23:11.396079] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-17T20:23:11.396205] [INFO ] [sig       ] GMM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:11.532760] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GMM.txt
[2025-12-17T20:23:11.532894] [INFO ] [sig       ] [1421/3576] Completed GMM in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:11.532934] [INFO ] [sig       ] [1422/3576] Forecasting GMRE...
[2025-12-17T20:23:11.532963] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-17T20:23:11.532992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-17T20:23:11.545104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-17T20:23:11.545494] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-17T20:23:11.546274] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-17T20:23:11.546325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:11.546356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:11.546383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:11.546438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:11.602634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:11.603561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:11.603665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:11.603696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:11.725456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:11.725629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:11.725670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:11.725698] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:11.729145] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-17T20:23:11.729463] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-17T20:23:11.729614] [INFO ] [sig       ] GMRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:11.871666] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GMRE.txt
[2025-12-17T20:23:11.871796] [INFO ] [sig       ] [1422/3576] Completed GMRE in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:11.871833] [INFO ] [sig       ] [1423/3576] Forecasting GNE...
[2025-12-17T20:23:11.871861] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-17T20:23:11.871893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-17T20:23:11.883367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-17T20:23:11.883684] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-17T20:23:11.884467] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-17T20:23:11.884526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:11.884556] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:11.884605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:11.884677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:11.941816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:11.942674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:11.942755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:11.942787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:12.058555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:12.058725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:12.058765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:12.058794] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:12.062204] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-17T20:23:12.062485] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-17T20:23:12.062629] [INFO ] [sig       ] GNE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:12.201364] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNE.txt
[2025-12-17T20:23:12.201487] [INFO ] [sig       ] [1423/3576] Completed GNE in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:12.201524] [INFO ] [sig       ] [1424/3576] Forecasting GNK...
[2025-12-17T20:23:12.201554] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-17T20:23:12.201601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-17T20:23:12.215677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-17T20:23:12.216045] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-17T20:23:12.216851] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-17T20:23:12.216903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:12.216934] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:12.216961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:12.217021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:12.271800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:12.272566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:12.272693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:12.272726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:12.396697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:12.396860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:12.396901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:12.396929] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:12.400367] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-17T20:23:12.400663] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-17T20:23:12.400789] [INFO ] [sig       ] GNK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:12.542221] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GNK.txt
[2025-12-17T20:23:12.542375] [INFO ] [sig       ] [1424/3576] Completed GNK in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:12.542415] [INFO ] [sig       ] [1425/3576] Forecasting GNL...
[2025-12-17T20:23:12.542445] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-17T20:23:12.542476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-17T20:23:12.555076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-17T20:23:12.555506] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-17T20:23:12.556337] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-17T20:23:12.556394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:12.556427] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:12.556453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:12.556509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:12.612391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:12.613307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:12.613393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:12.613425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:12.734259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:12.734422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:12.734461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:12.734490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:12.737844] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-17T20:23:12.738164] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-17T20:23:12.738294] [INFO ] [sig       ] GNL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:12.879355] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GNL.txt
[2025-12-17T20:23:12.879502] [INFO ] [sig       ] [1425/3576] Completed GNL in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:12.879540] [INFO ] [sig       ] [1426/3576] Forecasting GNLN...
[2025-12-17T20:23:12.879587] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-17T20:23:12.879621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-17T20:23:12.890968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-17T20:23:12.891351] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-17T20:23:12.892125] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-17T20:23:12.892176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:12.892207] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:12.892232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:12.892287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:12.946974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:12.947664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:12.947740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:12.947772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:13.053203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:13.053324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:13.053360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:13.053389] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:13.056540] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-17T20:23:13.056842] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-17T20:23:13.056967] [INFO ] [sig       ] GNLN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:13.194166] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNLN.txt
[2025-12-17T20:23:13.194271] [INFO ] [sig       ] [1426/3576] Completed GNLN in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:13.194308] [INFO ] [sig       ] [1427/3576] Forecasting GNLX...
[2025-12-17T20:23:13.194336] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-17T20:23:13.194365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-17T20:23:13.205155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-17T20:23:13.205427] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-17T20:23:13.206179] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-17T20:23:13.206229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:13.206260] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:13.206285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:13.206340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:13.261033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:13.261626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:13.261700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:13.261732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:13.379906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:13.380011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:13.380053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:13.380087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:13.383220] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-17T20:23:13.383479] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-17T20:23:13.383631] [INFO ] [sig       ] GNLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:13.524001] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNLX.txt
[2025-12-17T20:23:13.524132] [INFO ] [sig       ] [1427/3576] Completed GNLX in 0.3s | 2.92 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-17T20:23:13.524171] [INFO ] [sig       ] [1428/3576] Forecasting GNMA...
[2025-12-17T20:23:13.524199] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-17T20:23:13.524229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-17T20:23:13.535517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-17T20:23:13.535802] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-17T20:23:13.536526] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-17T20:23:13.536595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:13.536632] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:13.536659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:13.536723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:13.593771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:13.594409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:13.594484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:13.594515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:13.711721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:13.711853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:13.711906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:13.711936] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:13.715182] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-17T20:23:13.715442] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-17T20:23:13.715560] [INFO ] [sig       ] GNMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:13.855635] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GNMA.txt
[2025-12-17T20:23:13.855751] [INFO ] [sig       ] [1428/3576] Completed GNMA in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-17T20:23:13.855787] [INFO ] [sig       ] [1429/3576] Forecasting GNOM...
[2025-12-17T20:23:13.855817] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-17T20:23:13.855847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-17T20:23:13.866469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-17T20:23:13.866759] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-17T20:23:13.867484] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-17T20:23:13.867534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:13.867564] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:13.867610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:13.867670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:13.924223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:13.925072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:13.925154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:13.925185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:14.038912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:14.039064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:14.039103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:14.039131] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:14.042408] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-12-17T20:23:14.042691] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-17T20:23:14.042811] [INFO ] [sig       ] GNOM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:14.179374] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNOM.txt
[2025-12-17T20:23:14.179484] [INFO ] [sig       ] [1429/3576] Completed GNOM in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-17T20:23:14.179521] [INFO ] [sig       ] [1430/3576] Forecasting GNPX...
[2025-12-17T20:23:14.179550] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-17T20:23:14.179596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-17T20:23:14.190963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-17T20:23:14.191289] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-17T20:23:14.192097] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-17T20:23:14.192148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:14.192181] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:14.192209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:14.192266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:14.249589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:14.250200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:14.250284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:14.250316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:14.365035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:14.365177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:14.365223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:14.365257] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:14.368520] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-17T20:23:14.368800] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-17T20:23:14.368938] [INFO ] [sig       ] GNPX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:14.507877] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNPX.txt
[2025-12-17T20:23:14.507992] [INFO ] [sig       ] [1430/3576] Completed GNPX in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-17T20:23:14.508031] [INFO ] [sig       ] [1431/3576] Forecasting GNRC...
[2025-12-17T20:23:14.508059] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-17T20:23:14.508089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-17T20:23:14.519829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-17T20:23:14.520115] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-17T20:23:14.520868] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-17T20:23:14.520918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:14.520972] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:14.521006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:14.521087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:14.577656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:14.578296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:14.578372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:14.578403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:14.702859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:14.702963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:14.702999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:14.703028] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:14.706178] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-17T20:23:14.706437] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-17T20:23:14.706558] [INFO ] [sig       ] GNRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:14.846087] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNRC.txt
[2025-12-17T20:23:14.846191] [INFO ] [sig       ] [1431/3576] Completed GNRC in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:14.846228] [INFO ] [sig       ] [1432/3576] Forecasting GNSS...
[2025-12-17T20:23:14.846256] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-17T20:23:14.846286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-17T20:23:14.857170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-17T20:23:14.857442] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-17T20:23:14.858186] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-17T20:23:14.858238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:14.858280] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:14.858307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:14.858363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:14.913810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:14.914399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:14.914474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:14.914506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:15.035265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:15.035420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:15.035460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:15.035488] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:15.038793] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-17T20:23:15.039066] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-17T20:23:15.039186] [INFO ] [sig       ] GNSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:15.178039] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNSS.txt
[2025-12-17T20:23:15.178146] [INFO ] [sig       ] [1432/3576] Completed GNSS in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:15.178182] [INFO ] [sig       ] [1433/3576] Forecasting GNTX...
[2025-12-17T20:23:15.178211] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-17T20:23:15.178240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-17T20:23:15.189191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-17T20:23:15.189471] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-17T20:23:15.190255] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-17T20:23:15.190306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:15.190338] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:15.190365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:15.190420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:15.246440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:15.247018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:15.247093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:15.247125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:15.365716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:15.365839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:15.365876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:15.365903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:15.369543] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-12-17T20:23:15.369822] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-17T20:23:15.369941] [INFO ] [sig       ] GNTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:15.509595] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GNTX.txt
[2025-12-17T20:23:15.509706] [INFO ] [sig       ] [1433/3576] Completed GNTX in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:15.509743] [INFO ] [sig       ] [1434/3576] Forecasting GO...
[2025-12-17T20:23:15.509773] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-17T20:23:15.509806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-17T20:23:15.521082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-17T20:23:15.521377] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-17T20:23:15.522124] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-17T20:23:15.522179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:15.522211] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:15.522237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:15.522292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:15.578120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:15.578715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:15.578792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:15.578822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:15.701405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:15.701518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:15.701554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:15.701628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:15.705160] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-17T20:23:15.705440] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-17T20:23:15.705773] [INFO ] [sig       ] GO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:15.845851] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GO.txt
[2025-12-17T20:23:15.845966] [INFO ] [sig       ] [1434/3576] Completed GO in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:15.846005] [INFO ] [sig       ] [1435/3576] Forecasting GOCO...
[2025-12-17T20:23:15.846035] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-17T20:23:15.846065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-17T20:23:15.857695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-17T20:23:15.857990] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-17T20:23:15.858745] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-17T20:23:15.858795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:15.858825] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:15.858850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:15.858927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:15.916882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:15.917524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:15.917621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:15.917656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:16.048351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:16.048507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:16.048545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:16.048592] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:16.051971] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-17T20:23:16.052238] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-17T20:23:16.052358] [INFO ] [sig       ] GOCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:16.188682] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GOCO.txt
[2025-12-17T20:23:16.188791] [INFO ] [sig       ] [1435/3576] Completed GOCO in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:16.188834] [INFO ] [sig       ] [1436/3576] Forecasting GOF...
[2025-12-17T20:23:16.188877] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-17T20:23:16.188908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-17T20:23:16.200088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-17T20:23:16.200379] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-17T20:23:16.201128] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-17T20:23:16.201177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:16.201208] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:16.201234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:16.201289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:16.256851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:16.257419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:16.257496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:16.257527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:16.378529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:16.378665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:16.378702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:16.378731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:16.382138] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-17T20:23:16.382431] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-17T20:23:16.382555] [INFO ] [sig       ] GOF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:16.522882] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GOF.txt
[2025-12-17T20:23:16.522994] [INFO ] [sig       ] [1436/3576] Completed GOF in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:16.523031] [INFO ] [sig       ] [1437/3576] Forecasting GOGO...
[2025-12-17T20:23:16.523061] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-17T20:23:16.523091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-17T20:23:16.534048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-17T20:23:16.534331] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-17T20:23:16.535080] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-17T20:23:16.535130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:16.535161] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:16.535187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:16.535241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:16.590877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:16.591444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:16.591519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:16.591550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:16.708447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:16.708590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:16.708630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:16.708658] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:16.711900] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-17T20:23:16.712164] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-17T20:23:16.712301] [INFO ] [sig       ] GOGO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:16.850014] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GOGO.txt
[2025-12-17T20:23:16.850175] [INFO ] [sig       ] [1437/3576] Completed GOGO in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:16.850225] [INFO ] [sig       ] [1438/3576] Forecasting GOLF...
[2025-12-17T20:23:16.850259] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-17T20:23:16.850296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-17T20:23:16.861518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-17T20:23:16.861882] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-17T20:23:16.862649] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-17T20:23:16.862701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:16.862733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:16.862760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:16.862815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:16.919213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:16.920058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:16.920156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:16.920193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:17.037047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:17.037172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:17.037209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:17.037237] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:17.040393] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=20.54%)
[2025-12-17T20:23:17.040672] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-17T20:23:17.040793] [INFO ] [sig       ] GOLF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:17.181384] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GOLF.txt
[2025-12-17T20:23:17.181505] [INFO ] [sig       ] [1438/3576] Completed GOLF in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:17.181544] [INFO ] [sig       ] [1439/3576] Forecasting GOOD...
[2025-12-17T20:23:17.181591] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-17T20:23:17.181624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-17T20:23:17.192857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-17T20:23:17.193125] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-17T20:23:17.193888] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-17T20:23:17.193939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:17.193971] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:17.193998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:17.194052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:17.249331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:17.249939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:17.250015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:17.250047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:17.365787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:17.365911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:17.365948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:17.365991] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:17.369422] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-12-17T20:23:17.369710] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-17T20:23:17.369833] [INFO ] [sig       ] GOOD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:17.509019] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GOOD.txt
[2025-12-17T20:23:17.509151] [INFO ] [sig       ] [1439/3576] Completed GOOD in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:17.509189] [INFO ] [sig       ] [1440/3576] Forecasting GOOG...
[2025-12-17T20:23:17.509216] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-17T20:23:17.509249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-17T20:23:17.520390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-17T20:23:17.520689] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-17T20:23:17.521457] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-17T20:23:17.521506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:17.521537] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:17.521564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:17.521643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:17.577662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:17.578252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:17.578326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:17.578357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:17.700463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:17.700605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:17.700645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:17.700672] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:17.703888] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-17T20:23:17.704147] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-17T20:23:17.704276] [INFO ] [sig       ] GOOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:17.900189] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GOOG.txt
[2025-12-17T20:23:17.900320] [INFO ] [sig       ] [1440/3576] Completed GOOG in 0.4s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:17.900358] [INFO ] [sig       ] [1441/3576] Forecasting GOOS...
[2025-12-17T20:23:17.900386] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-17T20:23:17.900416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-17T20:23:17.911722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-17T20:23:17.912080] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-17T20:23:17.912891] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-17T20:23:17.912942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:17.912973] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:17.913008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:17.913065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:17.968264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:17.969144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:17.969272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:17.969305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:18.087859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:18.088006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:18.088045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:18.088074] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:18.091350] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-17T20:23:18.091670] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-17T20:23:18.091804] [INFO ] [sig       ] GOOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:18.232526] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GOOS.txt
[2025-12-17T20:23:18.232670] [INFO ] [sig       ] [1441/3576] Completed GOOS in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:18.232710] [INFO ] [sig       ] [1442/3576] Forecasting GOSS...
[2025-12-17T20:23:18.232740] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-17T20:23:18.232770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-17T20:23:18.244047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-17T20:23:18.244332] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-17T20:23:18.245162] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-17T20:23:18.245225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:18.245264] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:18.245298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:18.245360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:18.305642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:18.306295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:18.306371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:18.306403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:18.425800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:18.425922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:18.425959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:18.425987] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:18.429247] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-17T20:23:18.429510] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-17T20:23:18.429651] [INFO ] [sig       ] GOSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:18.568521] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GOSS.txt
[2025-12-17T20:23:18.568659] [INFO ] [sig       ] [1442/3576] Completed GOSS in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:18.568699] [INFO ] [sig       ] [1443/3576] Forecasting GOVI...
[2025-12-17T20:23:18.568728] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-17T20:23:18.568757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-17T20:23:18.580069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-17T20:23:18.580393] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-17T20:23:18.581199] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-17T20:23:18.581263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:18.581314] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:18.581344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:18.581400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:18.637502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:18.638113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:18.638190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:18.638221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:18.753294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:18.753423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:18.753461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:18.753489] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:18.756708] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-17T20:23:18.756970] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-17T20:23:18.757092] [INFO ] [sig       ] GOVI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:18.898109] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GOVI.txt
[2025-12-17T20:23:18.898238] [INFO ] [sig       ] [1443/3576] Completed GOVI in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:18.898284] [INFO ] [sig       ] [1444/3576] Forecasting GPC...
[2025-12-17T20:23:18.898319] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-17T20:23:18.898353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-17T20:23:18.909729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-17T20:23:18.910011] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-17T20:23:18.910774] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-17T20:23:18.910825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:18.910856] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:18.910883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:18.910939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:18.967882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:18.968473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:18.968550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:18.968600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:19.098744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:19.098915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:19.098957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:19.098986] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:19.102326] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-17T20:23:19.102621] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-17T20:23:19.102749] [INFO ] [sig       ] GPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:19.247361] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GPC.txt
[2025-12-17T20:23:19.247507] [INFO ] [sig       ] [1444/3576] Completed GPC in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:19.247546] [INFO ] [sig       ] [1445/3576] Forecasting GPI...
[2025-12-17T20:23:19.247595] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-17T20:23:19.247629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-17T20:23:19.259274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-17T20:23:19.259811] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-17T20:23:19.260553] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-17T20:23:19.260621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:19.260654] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:19.260679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:19.260734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:19.317282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:19.317902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:19.317978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:19.318010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:19.435790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:19.435908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:19.435947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:19.435974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:19.439196] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-17T20:23:19.439494] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-17T20:23:19.439634] [INFO ] [sig       ] GPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:19.577643] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GPI.txt
[2025-12-17T20:23:19.577773] [INFO ] [sig       ] [1445/3576] Completed GPI in 0.3s | 2.92 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-17T20:23:19.577811] [INFO ] [sig       ] [1446/3576] Forecasting GPIQ...
[2025-12-17T20:23:19.577840] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-17T20:23:19.577869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-17T20:23:19.589196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-17T20:23:19.589518] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-17T20:23:19.590293] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-17T20:23:19.590343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:19.590373] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:19.590399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:19.590453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:19.645593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:19.646242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:19.646321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:19.646353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:19.764769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:19.764914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:19.764954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:19.764982] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:19.768311] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-17T20:23:19.768599] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-17T20:23:19.768725] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:19.906276] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GPIQ.txt
[2025-12-17T20:23:19.906418] [INFO ] [sig       ] [1446/3576] Completed GPIQ in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-17T20:23:19.906456] [INFO ] [sig       ] [1447/3576] Forecasting GPIX...
[2025-12-17T20:23:19.906491] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-17T20:23:19.906522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-17T20:23:19.917660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-17T20:23:19.917984] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-17T20:23:19.918952] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-17T20:23:19.919002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:19.919034] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:19.919060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:19.919114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:19.976125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:19.976908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:19.976992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:19.977025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:20.096783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:20.096936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:20.096976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:20.097007] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:20.100529] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-17T20:23:20.100817] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-17T20:23:20.100943] [INFO ] [sig       ] GPIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:20.244179] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GPIX.txt
[2025-12-17T20:23:20.244363] [INFO ] [sig       ] [1447/3576] Completed GPIX in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-17T20:23:20.244402] [INFO ] [sig       ] [1448/3576] Forecasting GPJA...
[2025-12-17T20:23:20.244433] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-17T20:23:20.244467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-17T20:23:20.256188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-17T20:23:20.256548] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-17T20:23:20.257411] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-17T20:23:20.257464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:20.257522] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:20.257552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:20.257624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:20.316292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:20.316954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:20.317035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:20.317069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:20.435159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:20.435327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:20.435374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:20.435405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:20.438952] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-17T20:23:20.439275] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-17T20:23:20.439426] [INFO ] [sig       ] GPJA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:20.598118] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GPJA.txt
[2025-12-17T20:23:20.598274] [INFO ] [sig       ] [1448/3576] Completed GPJA in 0.4s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:20.598321] [INFO ] [sig       ] [1449/3576] Forecasting GPK...
[2025-12-17T20:23:20.598357] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-17T20:23:20.598395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-17T20:23:20.610488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-17T20:23:20.610822] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-17T20:23:20.611651] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-17T20:23:20.611705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:20.611737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:20.611765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:20.611823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:20.671479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:20.672409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:20.672508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:20.672548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:20.807178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:20.807336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:20.807377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:20.807406] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:20.810897] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-17T20:23:20.811219] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-17T20:23:20.811356] [INFO ] [sig       ] GPK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:20.962877] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GPK.txt
[2025-12-17T20:23:20.963031] [INFO ] [sig       ] [1449/3576] Completed GPK in 0.4s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:20.963070] [INFO ] [sig       ] [1450/3576] Forecasting GPN...
[2025-12-17T20:23:20.963100] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-17T20:23:20.963131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-17T20:23:20.975625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-17T20:23:20.976049] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-17T20:23:20.976930] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-17T20:23:20.976984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:20.977018] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:20.977045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:20.977102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:21.034370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:21.035209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:21.035291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:21.035324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:21.155436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:21.155612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:21.155654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:21.155699] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:21.159112] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-17T20:23:21.159404] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-17T20:23:21.159536] [INFO ] [sig       ] GPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:21.298780] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GPN.txt
[2025-12-17T20:23:21.298958] [INFO ] [sig       ] [1450/3576] Completed GPN in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:21.299000] [INFO ] [sig       ] [1451/3576] Forecasting GPRE...
[2025-12-17T20:23:21.299030] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-17T20:23:21.299060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-17T20:23:21.311047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-17T20:23:21.311371] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-17T20:23:21.312138] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-17T20:23:21.312189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:21.312219] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:21.312247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:21.312304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:21.367252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:21.368026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:21.368106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:21.368138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:21.487836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:21.487989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:21.488028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:21.488087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:21.491438] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-17T20:23:21.491726] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-17T20:23:21.491849] [INFO ] [sig       ] GPRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:21.631561] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GPRE.txt
[2025-12-17T20:23:21.631707] [INFO ] [sig       ] [1451/3576] Completed GPRE in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:21.631746] [INFO ] [sig       ] [1452/3576] Forecasting GPRK...
[2025-12-17T20:23:21.631775] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-17T20:23:21.631806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-17T20:23:21.643056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-17T20:23:21.643323] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-17T20:23:21.644081] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-17T20:23:21.644132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:21.644163] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:21.644190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:21.644257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:21.700989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:21.701670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:21.701749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:21.701783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:21.821442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:21.821599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:21.821642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:21.821671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:21.825541] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2025-12-17T20:23:21.825827] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-17T20:23:21.825950] [INFO ] [sig       ] GPRK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:21.966212] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GPRK.txt
[2025-12-17T20:23:21.966362] [INFO ] [sig       ] [1452/3576] Completed GPRK in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:21.966406] [INFO ] [sig       ] [1453/3576] Forecasting GPRO...
[2025-12-17T20:23:21.966436] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-17T20:23:21.966466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-17T20:23:21.978351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-17T20:23:21.978672] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-17T20:23:21.979453] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-17T20:23:21.979505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:21.979538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:21.979565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:21.979649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:22.036810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:22.037664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:22.037746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:22.037779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:22.163982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:22.164139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:22.164193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:22.164229] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:22.167634] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-17T20:23:22.167904] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-17T20:23:22.168030] [INFO ] [sig       ] GPRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:22.306672] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GPRO.txt
[2025-12-17T20:23:22.306802] [INFO ] [sig       ] [1453/3576] Completed GPRO in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:22.306840] [INFO ] [sig       ] [1454/3576] Forecasting GRAB...
[2025-12-17T20:23:22.306869] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-17T20:23:22.306899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-17T20:23:22.318618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-17T20:23:22.318919] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-17T20:23:22.319677] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-17T20:23:22.319727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:22.319758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:22.319783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:22.319849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:22.376226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:22.377027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:22.377109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:22.377142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:22.517858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:22.518010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:22.518050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:22.518080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:22.521915] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-17T20:23:22.522190] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-17T20:23:22.522340] [INFO ] [sig       ] GRAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:22.665127] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRAB.txt
[2025-12-17T20:23:22.665256] [INFO ] [sig       ] [1454/3576] Completed GRAB in 0.4s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:22.665294] [INFO ] [sig       ] [1455/3576] Forecasting GRAL...
[2025-12-17T20:23:22.665324] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-17T20:23:22.665355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-17T20:23:22.676941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-17T20:23:22.677240] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-17T20:23:22.678043] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-17T20:23:22.678094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:22.678126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:22.678152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:22.678208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:22.734182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:22.734933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:22.735013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:22.735045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:22.857358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:22.857508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:22.857550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:22.857595] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:22.861013] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-17T20:23:22.861282] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-17T20:23:22.861408] [INFO ] [sig       ] GRAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:23.002686] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRAL.txt
[2025-12-17T20:23:23.002831] [INFO ] [sig       ] [1455/3576] Completed GRAL in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:23.002870] [INFO ] [sig       ] [1456/3576] Forecasting GRBK...
[2025-12-17T20:23:23.002901] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-17T20:23:23.002931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-17T20:23:23.014107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-17T20:23:23.014400] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-17T20:23:23.015162] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-17T20:23:23.015236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:23.015272] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:23.015299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:23.015354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:23.070073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:23.070715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:23.070790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:23.070822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:23.192000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:23.192158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:23.192198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:23.192227] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:23.195664] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-17T20:23:23.195953] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-17T20:23:23.196084] [INFO ] [sig       ] GRBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:23.334218] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRBK.txt
[2025-12-17T20:23:23.334346] [INFO ] [sig       ] [1456/3576] Completed GRBK in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:23.334384] [INFO ] [sig       ] [1457/3576] Forecasting GRC...
[2025-12-17T20:23:23.334413] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-17T20:23:23.334443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-17T20:23:23.345878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-17T20:23:23.346162] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-17T20:23:23.346914] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-17T20:23:23.346966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:23.346998] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:23.347025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:23.347080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:23.403825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:23.404615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:23.404696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:23.404730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:23.523227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:23.523377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:23.523418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:23.523447] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:23.527095] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-17T20:23:23.527389] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-17T20:23:23.527520] [INFO ] [sig       ] GRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:23.666675] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRC.txt
[2025-12-17T20:23:23.666829] [INFO ] [sig       ] [1457/3576] Completed GRC in 0.3s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:23.666867] [INFO ] [sig       ] [1458/3576] Forecasting GREE...
[2025-12-17T20:23:23.666894] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-17T20:23:23.666925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-17T20:23:23.679527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-17T20:23:23.679954] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-17T20:23:23.680733] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-17T20:23:23.680784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:23.680815] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:23.680841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:23.680897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:23.741925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:23.742848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:23.742969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:23.743003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:23.903089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:23.903287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:23.903363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:23.903421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:23.908597] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-17T20:23:23.909095] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-17T20:23:23.909310] [INFO ] [sig       ] GREE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:24.140406] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GREE.txt
[2025-12-17T20:23:24.140667] [INFO ] [sig       ] [1458/3576] Completed GREE in 0.5s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:24.140736] [INFO ] [sig       ] [1459/3576] Forecasting GRFS...
[2025-12-17T20:23:24.140786] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-17T20:23:24.140838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-17T20:23:24.171965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-17T20:23:24.172503] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-17T20:23:24.173780] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-17T20:23:24.173857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:24.173912] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:24.173957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:24.174049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:24.270106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:24.271391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:24.271524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:24.271643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:24.451749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:24.451935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:24.451985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:24.452019] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:24.456634] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-17T20:23:24.457106] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-17T20:23:24.457305] [INFO ] [sig       ] GRFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:24.665311] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GRFS.txt
[2025-12-17T20:23:24.665522] [INFO ] [sig       ] [1459/3576] Completed GRFS in 0.5s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:24.665604] [INFO ] [sig       ] [1460/3576] Forecasting GRID...
[2025-12-17T20:23:24.665642] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-17T20:23:24.665676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-17T20:23:24.682824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-17T20:23:24.683358] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-17T20:23:24.684643] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-17T20:23:24.684717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:24.684770] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:24.684817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:24.684907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:24.771942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:24.773082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:24.773189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:24.773231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:24.918001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:24.918168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:24.918211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:24.918239] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:24.921963] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-17T20:23:24.922316] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-17T20:23:24.922483] [INFO ] [sig       ] GRID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:25.096691] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GRID.txt
[2025-12-17T20:23:25.096852] [INFO ] [sig       ] [1460/3576] Completed GRID in 0.4s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:25.096893] [INFO ] [sig       ] [1461/3576] Forecasting GRMN...
[2025-12-17T20:23:25.096923] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-17T20:23:25.096956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-17T20:23:25.109097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-17T20:23:25.109497] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-17T20:23:25.110343] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-17T20:23:25.110396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:25.110429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:25.110461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:25.110529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:25.167665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:25.168512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:25.168613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:25.168649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:25.299547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:25.299721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:25.299764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:25.299796] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:25.303765] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-17T20:23:25.304091] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-17T20:23:25.304227] [INFO ] [sig       ] GRMN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:25.452130] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRMN.txt
[2025-12-17T20:23:25.452292] [INFO ] [sig       ] [1461/3576] Completed GRMN in 0.4s | 2.92 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-17T20:23:25.452333] [INFO ] [sig       ] [1462/3576] Forecasting GRND...
[2025-12-17T20:23:25.452362] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-17T20:23:25.452394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-17T20:23:25.463977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-17T20:23:25.464318] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-17T20:23:25.465111] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-17T20:23:25.465164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:25.465195] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:25.465222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:25.465278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:25.521137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:25.521957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:25.522039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:25.522071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:25.644817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:25.644960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:25.644998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:25.645028] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:25.648741] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-17T20:23:25.649147] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-17T20:23:25.649288] [INFO ] [sig       ] GRND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:25.791562] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GRND.txt
[2025-12-17T20:23:25.791717] [INFO ] [sig       ] [1462/3576] Completed GRND in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-17T20:23:25.791756] [INFO ] [sig       ] [1463/3576] Forecasting GRPN...
[2025-12-17T20:23:25.791785] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-17T20:23:25.791816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-17T20:23:25.804104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-17T20:23:25.804424] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-17T20:23:25.805198] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-17T20:23:25.805250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:25.805281] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:25.805308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:25.805363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:25.866012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:25.866892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:25.866977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:25.867010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:25.994601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:25.994774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:25.994817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:25.994846] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:25.998829] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-12-17T20:23:25.999188] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-17T20:23:25.999350] [INFO ] [sig       ] GRPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:26.153875] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRPN.txt
[2025-12-17T20:23:26.154009] [INFO ] [sig       ] [1463/3576] Completed GRPN in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-17T20:23:26.154047] [INFO ] [sig       ] [1464/3576] Forecasting GRVY...
[2025-12-17T20:23:26.154075] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-17T20:23:26.154105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-17T20:23:26.166757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-17T20:23:26.167117] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-17T20:23:26.168153] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-17T20:23:26.168205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:26.168241] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:26.168282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:26.168357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:26.230506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:26.231227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:26.231311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:26.231354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:26.347868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:26.348023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:26.348063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:26.348094] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:26.351508] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-17T20:23:26.351805] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-17T20:23:26.351936] [INFO ] [sig       ] GRVY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:26.492898] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRVY.txt
[2025-12-17T20:23:26.493034] [INFO ] [sig       ] [1464/3576] Completed GRVY in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-17T20:23:26.493072] [INFO ] [sig       ] [1465/3576] Forecasting GRWG...
[2025-12-17T20:23:26.493100] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-17T20:23:26.493131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-17T20:23:26.504910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-17T20:23:26.505232] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-17T20:23:26.506257] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-17T20:23:26.506309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:26.506368] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:26.506398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:26.506456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:26.562749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:26.563447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:26.563526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:26.563558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:26.682606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:26.682764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:26.682803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:26.682830] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:26.686439] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-12-17T20:23:26.686732] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-17T20:23:26.686858] [INFO ] [sig       ] GRWG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:26.823348] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GRWG.txt
[2025-12-17T20:23:26.823491] [INFO ] [sig       ] [1465/3576] Completed GRWG in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-17T20:23:26.823531] [INFO ] [sig       ] [1466/3576] Forecasting GRX...
[2025-12-17T20:23:26.823559] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-17T20:23:26.823609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-17T20:23:26.835750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-17T20:23:26.836094] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-17T20:23:26.837150] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-17T20:23:26.837203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:26.837235] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:26.837262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:26.837322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:26.893099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:26.893997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:26.894077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:26.894109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:27.007272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:27.007448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:27.007510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:27.007556] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:27.011470] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-17T20:23:27.011850] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-17T20:23:27.012025] [INFO ] [sig       ] GRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:27.161338] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GRX.txt
[2025-12-17T20:23:27.161534] [INFO ] [sig       ] [1466/3576] Completed GRX in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-17T20:23:27.161614] [INFO ] [sig       ] [1467/3576] Forecasting GS...
[2025-12-17T20:23:27.161659] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-17T20:23:27.161703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-17T20:23:27.174166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-17T20:23:27.174520] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-17T20:23:27.175393] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-17T20:23:27.175457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:27.175519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:27.175563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:27.175657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:27.236533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:27.237440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:27.237542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:27.237614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:27.377977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:27.378137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:27.378178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:27.378214] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:27.381855] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-17T20:23:27.382142] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-17T20:23:27.382278] [INFO ] [sig       ] GS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:27.524430] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GS.txt
[2025-12-17T20:23:27.524561] [INFO ] [sig       ] [1467/3576] Completed GS in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:27.524617] [INFO ] [sig       ] [1468/3576] Forecasting GSBC...
[2025-12-17T20:23:27.524646] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-17T20:23:27.524677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-17T20:23:27.536050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-17T20:23:27.536328] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-17T20:23:27.537284] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-17T20:23:27.537335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:27.537369] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:27.537400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:27.537466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:27.592610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:27.593179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:27.593255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:27.593285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:27.709379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:27.709538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:27.709598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:27.709628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:27.712942] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-17T20:23:27.713207] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-17T20:23:27.713331] [INFO ] [sig       ] GSBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:27.851144] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSBC.txt
[2025-12-17T20:23:27.851267] [INFO ] [sig       ] [1468/3576] Completed GSBC in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:27.851305] [INFO ] [sig       ] [1469/3576] Forecasting GSBD...
[2025-12-17T20:23:27.851335] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-17T20:23:27.851365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-17T20:23:27.862680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-17T20:23:27.862947] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-17T20:23:27.863698] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-17T20:23:27.863748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:27.863779] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:27.863805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:27.863860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:27.919835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:27.920407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:27.920487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:27.920518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:28.037751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:28.037856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:28.037892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:28.037920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:28.041180] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-17T20:23:28.041437] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-17T20:23:28.041558] [INFO ] [sig       ] GSBD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:28.179779] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSBD.txt
[2025-12-17T20:23:28.179889] [INFO ] [sig       ] [1469/3576] Completed GSBD in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:28.179927] [INFO ] [sig       ] [1470/3576] Forecasting GSHD...
[2025-12-17T20:23:28.179956] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-17T20:23:28.179986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-17T20:23:28.191655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-17T20:23:28.191924] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-17T20:23:28.192875] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-17T20:23:28.192924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:28.192955] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:28.192980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:28.193036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:28.248320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:28.248920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:28.248997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:28.249029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:28.369088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:28.369202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:28.369240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:28.369267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:28.372414] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-17T20:23:28.372690] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-17T20:23:28.372811] [INFO ] [sig       ] GSHD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:28.512227] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSHD.txt
[2025-12-17T20:23:28.512331] [INFO ] [sig       ] [1470/3576] Completed GSHD in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:28.512374] [INFO ] [sig       ] [1471/3576] Forecasting GSK...
[2025-12-17T20:23:28.512404] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-17T20:23:28.512433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-17T20:23:28.523713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-17T20:23:28.523983] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-17T20:23:28.524738] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-17T20:23:28.524788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:28.524820] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:28.524846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:28.524902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:28.580956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:28.581537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:28.581630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:28.581664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:28.705175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:28.705286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:28.705324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:28.705353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:28.708463] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-17T20:23:28.708739] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-17T20:23:28.708875] [INFO ] [sig       ] GSK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:28.847609] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSK.txt
[2025-12-17T20:23:28.847718] [INFO ] [sig       ] [1471/3576] Completed GSK in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:28.847760] [INFO ] [sig       ] [1472/3576] Forecasting GSL...
[2025-12-17T20:23:28.847788] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-17T20:23:28.847818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-17T20:23:28.858557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-17T20:23:28.858878] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-17T20:23:28.859658] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-17T20:23:28.859708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:28.859739] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:28.859766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:28.859821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:28.918481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:28.919120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:28.919194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:28.919225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:29.038753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:29.038868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:29.038906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:29.038934] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:29.042059] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-17T20:23:29.042329] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-17T20:23:29.042470] [INFO ] [sig       ] GSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:29.181309] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSL.txt
[2025-12-17T20:23:29.181417] [INFO ] [sig       ] [1472/3576] Completed GSL in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:29.181454] [INFO ] [sig       ] [1473/3576] Forecasting GSM...
[2025-12-17T20:23:29.181483] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-17T20:23:29.181513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-17T20:23:29.192675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-17T20:23:29.192945] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-17T20:23:29.193701] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-17T20:23:29.193750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:29.193781] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:29.193807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:29.193862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:29.249792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:29.250355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:29.250431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:29.250462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:29.366278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:29.366383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:29.366420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:29.366447] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:29.369596] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-17T20:23:29.369856] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-17T20:23:29.369976] [INFO ] [sig       ] GSM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:29.508442] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GSM.txt
[2025-12-17T20:23:29.508550] [INFO ] [sig       ] [1473/3576] Completed GSM in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:29.508604] [INFO ] [sig       ] [1474/3576] Forecasting GTES...
[2025-12-17T20:23:29.508635] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-17T20:23:29.508664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-17T20:23:29.520023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-17T20:23:29.520292] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-17T20:23:29.521073] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-17T20:23:29.521123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:29.521154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:29.521180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:29.521235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:29.578422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:29.579026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:29.579101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:29.579133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:29.696708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:29.696815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:29.696867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:29.696896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:29.700079] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-17T20:23:29.700336] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-17T20:23:29.700469] [INFO ] [sig       ] GTES: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:29.839478] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GTES.txt
[2025-12-17T20:23:29.839626] [INFO ] [sig       ] [1474/3576] Completed GTES in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:29.839667] [INFO ] [sig       ] [1475/3576] Forecasting GTLB...
[2025-12-17T20:23:29.839696] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-17T20:23:29.839725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-17T20:23:29.851027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-17T20:23:29.851310] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-17T20:23:29.852068] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-17T20:23:29.852119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:29.852149] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:29.852175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:29.852230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:29.907003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:29.907566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:29.907683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:29.907716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:30.024788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:30.024898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:30.024934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:30.024961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:30.028081] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-17T20:23:30.028343] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-17T20:23:30.028466] [INFO ] [sig       ] GTLB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:30.166410] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GTLB.txt
[2025-12-17T20:23:30.166519] [INFO ] [sig       ] [1475/3576] Completed GTLB in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:30.166555] [INFO ] [sig       ] [1476/3576] Forecasting GTLS...
[2025-12-17T20:23:30.166602] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-17T20:23:30.166633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-17T20:23:30.177819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-17T20:23:30.178092] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-17T20:23:30.178844] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-17T20:23:30.178916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:30.178947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:30.178974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:30.179029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:30.234455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:30.235058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:30.235145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:30.235178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:30.372011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:30.372169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:30.372209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:30.372240] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:30.375867] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-17T20:23:30.376199] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-17T20:23:30.376347] [INFO ] [sig       ] GTLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:30.530253] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GTLS.txt
[2025-12-17T20:23:30.530405] [INFO ] [sig       ] [1476/3576] Completed GTLS in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:30.530451] [INFO ] [sig       ] [1477/3576] Forecasting GTN...
[2025-12-17T20:23:30.530487] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-17T20:23:30.530525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-17T20:23:30.543793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-17T20:23:30.544199] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-17T20:23:30.545190] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-17T20:23:30.545241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:30.545273] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:30.545299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:30.545354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:30.605906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:30.606772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:30.606855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:30.606888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:30.738943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:30.739305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:30.739355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:30.739389] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:30.743978] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-17T20:23:30.744271] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-17T20:23:30.744410] [INFO ] [sig       ] GTN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:30.888509] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GTN.txt
[2025-12-17T20:23:30.888654] [INFO ] [sig       ] [1477/3576] Completed GTN in 0.4s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:30.888694] [INFO ] [sig       ] [1478/3576] Forecasting GTX...
[2025-12-17T20:23:30.888723] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-17T20:23:30.888755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-17T20:23:30.900365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-17T20:23:30.900663] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-17T20:23:30.901405] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-17T20:23:30.901455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:30.901498] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:30.901526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:30.901601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:30.959338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:30.960137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:30.960235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:30.960269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:31.078053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:31.078206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:31.078246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:31.078275] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:31.081557] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-17T20:23:31.081837] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-17T20:23:31.081960] [INFO ] [sig       ] GTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:31.223396] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GTX.txt
[2025-12-17T20:23:31.223553] [INFO ] [sig       ] [1478/3576] Completed GTX in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:31.223613] [INFO ] [sig       ] [1479/3576] Forecasting GTY...
[2025-12-17T20:23:31.223653] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-17T20:23:31.223683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-17T20:23:31.234850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-17T20:23:31.235158] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-17T20:23:31.235932] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-17T20:23:31.235984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:31.236016] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:31.236044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:31.236101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:31.293044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:31.293867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:31.293955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:31.293988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:31.415486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:31.415653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:31.415694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:31.415722] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:31.419001] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-17T20:23:31.419266] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-17T20:23:31.419390] [INFO ] [sig       ] GTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:31.559499] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GTY.txt
[2025-12-17T20:23:31.559654] [INFO ] [sig       ] [1479/3576] Completed GTY in 0.3s | 2.92 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-17T20:23:31.559695] [INFO ] [sig       ] [1480/3576] Forecasting GUG...
[2025-12-17T20:23:31.559724] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-17T20:23:31.559753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-17T20:23:31.574286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-17T20:23:31.574755] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-17T20:23:31.575669] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-17T20:23:31.575725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:31.575759] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:31.575790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:31.575865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:31.636910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:31.638044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:31.638126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:31.638157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:31.756830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:31.756982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:31.757021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:31.757050] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:31.760534] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2025-12-17T20:23:31.760838] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-17T20:23:31.760958] [INFO ] [sig       ] GUG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:31.906789] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GUG.txt
[2025-12-17T20:23:31.906938] [INFO ] [sig       ] [1480/3576] Completed GUG in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-17T20:23:31.906990] [INFO ] [sig       ] [1481/3576] Forecasting GVA...
[2025-12-17T20:23:31.907023] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-17T20:23:31.907056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-17T20:23:31.919296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-17T20:23:31.919718] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-17T20:23:31.920508] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-17T20:23:31.920560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:31.920615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:31.920644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:31.920700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:31.976124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:31.977023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:31.977106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:31.977138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:32.097198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:32.097356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:32.097396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:32.097426] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:32.101613] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-17T20:23:32.101935] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-17T20:23:32.102077] [INFO ] [sig       ] GVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:32.250806] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GVA.txt
[2025-12-17T20:23:32.250957] [INFO ] [sig       ] [1481/3576] Completed GVA in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-17T20:23:32.250997] [INFO ] [sig       ] [1482/3576] Forecasting GWH...
[2025-12-17T20:23:32.251028] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-17T20:23:32.251067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-17T20:23:32.262750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-17T20:23:32.263097] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-17T20:23:32.263891] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-17T20:23:32.263943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:32.264002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:32.264031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:32.264089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:32.320204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:32.321075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:32.321157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:32.321190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:32.442113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:32.442270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:32.442312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:32.442341] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:32.446164] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-17T20:23:32.446438] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-17T20:23:32.446604] [INFO ] [sig       ] GWH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:32.594317] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GWH.txt
[2025-12-17T20:23:32.594470] [INFO ] [sig       ] [1482/3576] Completed GWH in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-17T20:23:32.594516] [INFO ] [sig       ] [1483/3576] Forecasting GWRE...
[2025-12-17T20:23:32.594552] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-17T20:23:32.594611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-17T20:23:32.606591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-17T20:23:32.606925] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-17T20:23:32.607737] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-17T20:23:32.607788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:32.607819] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:32.607846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:32.607900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:32.679162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:32.680032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:32.680114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:32.680147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:32.802313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:32.802468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:32.802509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:32.802538] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:32.806159] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-17T20:23:32.806470] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-17T20:23:32.806636] [INFO ] [sig       ] GWRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:32.947405] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GWRE.txt
[2025-12-17T20:23:32.947606] [INFO ] [sig       ] [1483/3576] Completed GWRE in 0.4s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-17T20:23:32.947653] [INFO ] [sig       ] [1484/3576] Forecasting GWRS...
[2025-12-17T20:23:32.947683] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-17T20:23:32.947713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-17T20:23:32.960197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-17T20:23:32.960587] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-17T20:23:32.961343] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-17T20:23:32.961393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:32.961424] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:32.961451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:32.961507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:33.018209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:33.019162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:33.019246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:33.019278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:33.135457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:33.135641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:33.135684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:33.135711] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:33.139377] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-17T20:23:33.139669] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-17T20:23:33.139794] [INFO ] [sig       ] GWRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:33.278039] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/GWRS.txt
[2025-12-17T20:23:33.278197] [INFO ] [sig       ] [1484/3576] Completed GWRS in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-17T20:23:33.278236] [INFO ] [sig       ] [1485/3576] Forecasting GXAI...
[2025-12-17T20:23:33.278266] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-17T20:23:33.278296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-17T20:23:33.289983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-17T20:23:33.290322] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-17T20:23:33.291092] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-17T20:23:33.291143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:33.291174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:33.291200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:33.291254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:33.346776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:33.347647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:33.347728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:33.347762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:33.465969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:33.466129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:33.466170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:33.466231] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:33.469673] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-17T20:23:33.469952] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-17T20:23:33.470080] [INFO ] [sig       ] GXAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:33.612132] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GXAI.txt
[2025-12-17T20:23:33.612281] [INFO ] [sig       ] [1485/3576] Completed GXAI in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:33.612320] [INFO ] [sig       ] [1486/3576] Forecasting GYRE...
[2025-12-17T20:23:33.612350] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-17T20:23:33.612380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-17T20:23:33.623613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-17T20:23:33.623979] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-17T20:23:33.624816] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-17T20:23:33.624870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:33.624901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:33.624927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:33.624984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:33.683446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:33.684312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:33.684393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:33.684426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:33.809467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:33.809650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:33.809700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:33.809729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:33.813073] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-17T20:23:33.813340] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-17T20:23:33.813465] [INFO ] [sig       ] GYRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:33.959494] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/GYRE.txt
[2025-12-17T20:23:33.959699] [INFO ] [sig       ] [1486/3576] Completed GYRE in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:33.959746] [INFO ] [sig       ] [1487/3576] Forecasting H...
[2025-12-17T20:23:33.959775] [INFO ] [sig       ] Generating forecast for: H
[2025-12-17T20:23:33.959807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-17T20:23:33.971769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-17T20:23:33.972103] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-17T20:23:33.972866] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-17T20:23:33.972917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:33.972948] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:33.972974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:33.973030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:34.030557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:34.031433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:34.031517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:34.031550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:34.154204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:34.154362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:34.154405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:34.154434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:34.157986] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-17T20:23:34.158258] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-17T20:23:34.158385] [INFO ] [sig       ] H: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:34.301135] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/H.txt
[2025-12-17T20:23:34.301272] [INFO ] [sig       ] [1487/3576] Completed H in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:34.301311] [INFO ] [sig       ] [1488/3576] Forecasting HAE...
[2025-12-17T20:23:34.301341] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-17T20:23:34.301371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-17T20:23:34.312479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-17T20:23:34.312782] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-17T20:23:34.313516] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-17T20:23:34.313566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:34.313621] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:34.313647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:34.313702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:34.369405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:34.370049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:34.370127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:34.370160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:34.496267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:34.496466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:34.496510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:34.496538] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:34.500118] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-17T20:23:34.500420] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-17T20:23:34.500554] [INFO ] [sig       ] HAE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:34.640417] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HAE.txt
[2025-12-17T20:23:34.640560] [INFO ] [sig       ] [1488/3576] Completed HAE in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:34.640628] [INFO ] [sig       ] [1489/3576] Forecasting HAFC...
[2025-12-17T20:23:34.640664] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-17T20:23:34.640700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-17T20:23:34.652016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-17T20:23:34.652362] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-17T20:23:34.653120] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-17T20:23:34.653171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:34.653202] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:34.653228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:34.653283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:34.709753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:34.710504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:34.710623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:34.710667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:34.828507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:34.828676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:34.828719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:34.828750] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:34.832195] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-17T20:23:34.832467] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-17T20:23:34.832630] [INFO ] [sig       ] HAFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:34.968406] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HAFC.txt
[2025-12-17T20:23:34.968545] [INFO ] [sig       ] [1489/3576] Completed HAFC in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:34.968608] [INFO ] [sig       ] [1490/3576] Forecasting HAIN...
[2025-12-17T20:23:34.968638] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-17T20:23:34.968667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-17T20:23:34.981351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-17T20:23:34.981798] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-17T20:23:34.982641] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-17T20:23:34.982708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:34.982740] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:34.982766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:34.982821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:35.039113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:35.040048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:35.040133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:35.040166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:35.161167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:35.161325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:35.161365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:35.161394] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:35.164824] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-17T20:23:35.165107] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-17T20:23:35.165238] [INFO ] [sig       ] HAIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:35.308123] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HAIN.txt
[2025-12-17T20:23:35.308271] [INFO ] [sig       ] [1490/3576] Completed HAIN in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:35.308309] [INFO ] [sig       ] [1491/3576] Forecasting HAL...
[2025-12-17T20:23:35.308338] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-17T20:23:35.308368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-17T20:23:35.320022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-17T20:23:35.320404] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-17T20:23:35.321266] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-17T20:23:35.321336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:35.321370] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:35.321397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:35.321455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:35.379210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:35.380113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:35.380199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:35.380233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:35.503481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:35.503659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:35.503700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:35.503727] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:35.507347] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2025-12-17T20:23:35.507760] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-17T20:23:35.507912] [INFO ] [sig       ] HAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:35.649383] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HAL.txt
[2025-12-17T20:23:35.649549] [INFO ] [sig       ] [1491/3576] Completed HAL in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:35.649622] [INFO ] [sig       ] [1492/3576] Forecasting HALO...
[2025-12-17T20:23:35.649660] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-17T20:23:35.649696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-17T20:23:35.661395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-17T20:23:35.661842] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-17T20:23:35.662673] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-17T20:23:35.662724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:35.662755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:35.662781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:35.662837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:35.718971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:35.719909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:35.720037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:35.720070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:35.842521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:35.842718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:35.842764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:35.842792] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:35.846221] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-17T20:23:35.846520] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-17T20:23:35.846673] [INFO ] [sig       ] HALO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:35.984851] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HALO.txt
[2025-12-17T20:23:35.984984] [INFO ] [sig       ] [1492/3576] Completed HALO in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:35.985023] [INFO ] [sig       ] [1493/3576] Forecasting HAS...
[2025-12-17T20:23:35.985052] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-17T20:23:35.985082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-17T20:23:35.997043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-17T20:23:35.997360] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-17T20:23:35.998119] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-17T20:23:35.998170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:35.998201] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:35.998227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:35.998283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:36.053624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:36.054329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:36.054411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:36.054443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:36.172274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:36.172433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:36.172473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:36.172501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:36.175828] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-17T20:23:36.176096] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-17T20:23:36.176217] [INFO ] [sig       ] HAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:36.313786] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HAS.txt
[2025-12-17T20:23:36.313930] [INFO ] [sig       ] [1493/3576] Completed HAS in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:36.313969] [INFO ] [sig       ] [1494/3576] Forecasting HASI...
[2025-12-17T20:23:36.313998] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-17T20:23:36.314027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-17T20:23:36.325523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-17T20:23:36.325860] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-17T20:23:36.326610] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-17T20:23:36.326661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:36.326691] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:36.326718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:36.326773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:36.384750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:36.385684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:36.385776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:36.385809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:36.508807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:36.509017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:36.509074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:36.509105] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:36.512795] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2025-12-17T20:23:36.513135] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-17T20:23:36.513291] [INFO ] [sig       ] HASI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:36.659905] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HASI.txt
[2025-12-17T20:23:36.660062] [INFO ] [sig       ] [1494/3576] Completed HASI in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:36.660129] [INFO ] [sig       ] [1495/3576] Forecasting HBAN...
[2025-12-17T20:23:36.660162] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-17T20:23:36.660200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-17T20:23:36.672480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-17T20:23:36.672824] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-17T20:23:36.673650] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-17T20:23:36.673703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:36.673734] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:36.673762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:36.673818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:36.734023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:36.734971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:36.735058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:36.735090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:36.861378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:36.861531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:36.861586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:36.861619] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:36.864903] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-17T20:23:36.865169] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-17T20:23:36.865292] [INFO ] [sig       ] HBAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:37.002045] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HBAN.txt
[2025-12-17T20:23:37.002221] [INFO ] [sig       ] [1495/3576] Completed HBAN in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:37.002262] [INFO ] [sig       ] [1496/3576] Forecasting HBANL...
[2025-12-17T20:23:37.002292] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-17T20:23:37.002322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-17T20:23:37.013739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-17T20:23:37.014039] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-17T20:23:37.014788] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-17T20:23:37.014838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:37.014869] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:37.014896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:37.014951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:37.069410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:37.070077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:37.070156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:37.070188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:37.182393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:37.182551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:37.182608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:37.182640] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:37.185928] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-17T20:23:37.186209] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-17T20:23:37.186331] [INFO ] [sig       ] HBANL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:37.323755] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HBANL.txt
[2025-12-17T20:23:37.323890] [INFO ] [sig       ] [1496/3576] Completed HBANL in 0.3s | 2.92 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-17T20:23:37.323929] [INFO ] [sig       ] [1497/3576] Forecasting HBANP...
[2025-12-17T20:23:37.323960] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-17T20:23:37.323991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-17T20:23:37.335883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-17T20:23:37.336199] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-17T20:23:37.336974] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-17T20:23:37.337024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:37.337055] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:37.337082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:37.337136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:37.392172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:37.392872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:37.392953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:37.392984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:37.508064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:37.508222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:37.508262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:37.508291] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:37.511903] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-17T20:23:37.512172] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-17T20:23:37.512294] [INFO ] [sig       ] HBANP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:37.653069] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HBANP.txt
[2025-12-17T20:23:37.653205] [INFO ] [sig       ] [1497/3576] Completed HBANP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-17T20:23:37.653243] [INFO ] [sig       ] [1498/3576] Forecasting HBB...
[2025-12-17T20:23:37.653272] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-17T20:23:37.653301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-17T20:23:37.665372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-17T20:23:37.665710] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-17T20:23:37.666443] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-17T20:23:37.666493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:37.666524] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:37.666551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:37.666630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:37.724514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:37.725617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:37.725703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:37.725735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:37.846061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:37.846213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:37.846269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:37.846299] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:37.849658] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-17T20:23:37.849951] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-17T20:23:37.850074] [INFO ] [sig       ] HBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:37.991209] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HBB.txt
[2025-12-17T20:23:37.991350] [INFO ] [sig       ] [1498/3576] Completed HBB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-17T20:23:37.991395] [INFO ] [sig       ] [1499/3576] Forecasting HBCP...
[2025-12-17T20:23:37.991425] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-17T20:23:37.991455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-17T20:23:38.003046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-17T20:23:38.003404] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-17T20:23:38.004220] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-17T20:23:38.004271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:38.004327] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:38.004355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:38.004412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:38.058683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:38.059354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:38.059434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:38.059466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:38.173443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:38.173610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:38.173650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:38.173678] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:38.177007] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-17T20:23:38.177272] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-17T20:23:38.177395] [INFO ] [sig       ] HBCP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:38.317161] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HBCP.txt
[2025-12-17T20:23:38.317286] [INFO ] [sig       ] [1499/3576] Completed HBCP in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-17T20:23:38.317325] [INFO ] [sig       ] [1500/3576] Forecasting HBM...
[2025-12-17T20:23:38.317354] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-17T20:23:38.317384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-17T20:23:38.329305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-17T20:23:38.329600] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-17T20:23:38.330355] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-17T20:23:38.330406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:38.330437] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:38.330463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:38.330517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:38.385833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:38.386450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:38.386526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:38.386558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:38.509363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:38.509516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:38.509557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:38.509605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:38.512933] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-17T20:23:38.513193] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-17T20:23:38.513312] [INFO ] [sig       ] HBM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:38.652620] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HBM.txt
[2025-12-17T20:23:38.652792] [INFO ] [sig       ] [1500/3576] Completed HBM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-17T20:23:38.652833] [INFO ] [sig       ] [1501/3576] Forecasting HBNC...
[2025-12-17T20:23:38.652863] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-17T20:23:38.652894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-17T20:23:38.664479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-17T20:23:38.664814] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-17T20:23:38.665557] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-17T20:23:38.665629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:38.665662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:38.665687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:38.665742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:38.720813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:38.721658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:38.721739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:38.721772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:38.839789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:38.839947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:38.839985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:38.840013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:38.843321] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-17T20:23:38.843605] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-17T20:23:38.843752] [INFO ] [sig       ] HBNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:38.984555] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HBNC.txt
[2025-12-17T20:23:38.984735] [INFO ] [sig       ] [1501/3576] Completed HBNC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-17T20:23:38.984774] [INFO ] [sig       ] [1502/3576] Forecasting HCA...
[2025-12-17T20:23:38.984803] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-17T20:23:38.984836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-17T20:23:38.996400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-17T20:23:38.996824] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-17T20:23:38.997644] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-17T20:23:38.997696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:38.997739] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:38.997768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:38.997823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:39.054904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:39.055766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:39.055853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:39.055884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:39.173647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:39.173819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:39.173858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:39.173921] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:39.177344] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-17T20:23:39.177638] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-17T20:23:39.177765] [INFO ] [sig       ] HCA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:39.318414] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HCA.txt
[2025-12-17T20:23:39.318589] [INFO ] [sig       ] [1502/3576] Completed HCA in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:39.318633] [INFO ] [sig       ] [1503/3576] Forecasting HCC...
[2025-12-17T20:23:39.318666] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-17T20:23:39.318700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-17T20:23:39.330068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-17T20:23:39.330432] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-17T20:23:39.331227] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-17T20:23:39.331278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:39.331309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:39.331336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:39.331391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:39.388319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:39.389215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:39.389305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:39.389337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:39.512561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:39.512728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:39.512768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:39.512795] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:39.516105] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-17T20:23:39.516367] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-17T20:23:39.516488] [INFO ] [sig       ] HCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:39.659753] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HCC.txt
[2025-12-17T20:23:39.659883] [INFO ] [sig       ] [1503/3576] Completed HCC in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:39.659921] [INFO ] [sig       ] [1504/3576] Forecasting HCI...
[2025-12-17T20:23:39.659949] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-17T20:23:39.659980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-17T20:23:39.672399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-17T20:23:39.672720] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-17T20:23:39.673467] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-17T20:23:39.673519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:39.673554] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:39.673599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:39.673670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:39.729901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:39.730509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:39.730630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:39.730673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:39.848175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:39.848349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:39.848388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:39.848418] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:39.851824] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-17T20:23:39.852090] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-17T20:23:39.852211] [INFO ] [sig       ] HCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:39.989298] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HCI.txt
[2025-12-17T20:23:39.989407] [INFO ] [sig       ] [1504/3576] Completed HCI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:39.989443] [INFO ] [sig       ] [1505/3576] Forecasting HCM...
[2025-12-17T20:23:39.989471] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-17T20:23:39.989501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-17T20:23:40.000629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-17T20:23:40.000901] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-17T20:23:40.001653] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-17T20:23:40.001704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:40.001735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:40.001761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:40.001815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:40.056836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:40.057419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:40.057524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:40.057556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:40.176958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:40.177102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:40.177140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:40.177168] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:40.180531] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-17T20:23:40.180817] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-17T20:23:40.180940] [INFO ] [sig       ] HCM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:40.319035] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HCM.txt
[2025-12-17T20:23:40.319188] [INFO ] [sig       ] [1505/3576] Completed HCM in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:40.319227] [INFO ] [sig       ] [1506/3576] Forecasting HCSG...
[2025-12-17T20:23:40.319263] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-17T20:23:40.319295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-17T20:23:40.330478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-17T20:23:40.330819] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-17T20:23:40.331556] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-17T20:23:40.331631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:40.331663] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:40.331690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:40.331745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:40.387474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:40.388353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:40.388441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:40.388472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:40.507433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:40.507614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:40.507655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:40.507683] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:40.511080] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-17T20:23:40.511354] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-17T20:23:40.511479] [INFO ] [sig       ] HCSG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:40.651133] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HCSG.txt
[2025-12-17T20:23:40.651263] [INFO ] [sig       ] [1506/3576] Completed HCSG in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:40.651302] [INFO ] [sig       ] [1507/3576] Forecasting HCTI...
[2025-12-17T20:23:40.651332] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-17T20:23:40.651361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-17T20:23:40.666805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-17T20:23:40.667145] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-17T20:23:40.667962] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-17T20:23:40.668014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:40.668045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:40.668072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:40.668127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:40.723995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:40.724927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:40.725008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:40.725048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:40.837408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:40.837565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:40.837624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:40.837651] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:40.841136] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-17T20:23:40.841412] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-17T20:23:40.841537] [INFO ] [sig       ] HCTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:40.980172] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HCTI.txt
[2025-12-17T20:23:40.980321] [INFO ] [sig       ] [1507/3576] Completed HCTI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:40.980360] [INFO ] [sig       ] [1508/3576] Forecasting HD...
[2025-12-17T20:23:40.980390] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-17T20:23:40.980420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-17T20:23:40.992345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-17T20:23:40.992717] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-17T20:23:40.993670] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-17T20:23:40.993720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:40.993750] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:40.993776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:40.993830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:41.049637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:41.050591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:41.050676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:41.050707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:41.182008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:41.182171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:41.182212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:41.182241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:41.185799] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-17T20:23:41.186064] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-17T20:23:41.186190] [INFO ] [sig       ] HD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:41.332009] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HD.txt
[2025-12-17T20:23:41.332231] [INFO ] [sig       ] [1508/3576] Completed HD in 0.4s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:41.332295] [INFO ] [sig       ] [1509/3576] Forecasting HDB...
[2025-12-17T20:23:41.332343] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-17T20:23:41.332388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-17T20:23:41.346008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-17T20:23:41.346364] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-17T20:23:41.347148] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-17T20:23:41.347201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:41.347234] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:41.347263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:41.347320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:41.402964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:41.403811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:41.403929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:41.403964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:41.523917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:41.524073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:41.524116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:41.524185] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:41.527522] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=46.27%)
[2025-12-17T20:23:41.527817] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-17T20:23:41.527966] [INFO ] [sig       ] HDB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:41.668084] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HDB.txt
[2025-12-17T20:23:41.668216] [INFO ] [sig       ] [1509/3576] Completed HDB in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:41.668254] [INFO ] [sig       ] [1510/3576] Forecasting HDSN...
[2025-12-17T20:23:41.668284] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-17T20:23:41.668314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-17T20:23:41.679922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-17T20:23:41.680187] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-17T20:23:41.680986] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-17T20:23:41.681037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:41.681070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:41.681097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:41.681154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:41.743895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:41.744936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:41.745016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:41.745048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:41.883653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:41.883805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:41.883850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:41.883881] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:41.887248] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=69.89%)
[2025-12-17T20:23:41.887517] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-17T20:23:41.887658] [INFO ] [sig       ] HDSN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:42.037243] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HDSN.txt
[2025-12-17T20:23:42.037398] [INFO ] [sig       ] [1510/3576] Completed HDSN in 0.4s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:42.037440] [INFO ] [sig       ] [1511/3576] Forecasting HE...
[2025-12-17T20:23:42.037472] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-17T20:23:42.037503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-17T20:23:42.049935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-17T20:23:42.050236] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-17T20:23:42.051002] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-17T20:23:42.051054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:42.051085] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:42.051112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:42.051166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:42.106560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:42.107466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:42.107550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:42.107630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:42.227589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:42.227748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:42.227788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:42.227816] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:42.231436] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-17T20:23:42.231728] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-17T20:23:42.231856] [INFO ] [sig       ] HE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:42.368685] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HE.txt
[2025-12-17T20:23:42.368842] [INFO ] [sig       ] [1511/3576] Completed HE in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:42.368910] [INFO ] [sig       ] [1512/3576] Forecasting HEI...
[2025-12-17T20:23:42.368947] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-17T20:23:42.368982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-17T20:23:42.380090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-17T20:23:42.380425] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-17T20:23:42.381195] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-17T20:23:42.381245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:42.381276] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:42.381302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:42.381357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:42.436369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:42.437238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:42.437318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:42.437351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:42.559861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:42.560021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:42.560060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:42.560090] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:42.563618] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-17T20:23:42.563945] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-17T20:23:42.564082] [INFO ] [sig       ] HEI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:42.705002] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HEI.txt
[2025-12-17T20:23:42.705188] [INFO ] [sig       ] [1512/3576] Completed HEI in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:42.705228] [INFO ] [sig       ] [1513/3576] Forecasting HELE...
[2025-12-17T20:23:42.705257] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-17T20:23:42.705288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-17T20:23:42.716623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-17T20:23:42.717006] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-17T20:23:42.717796] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-17T20:23:42.717859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:42.717903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:42.717930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:42.717999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:42.776973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:42.777888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:42.777974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:42.778005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:42.902434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:42.902613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:42.902655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:42.902683] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:42.906052] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-17T20:23:42.906334] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-17T20:23:42.906461] [INFO ] [sig       ] HELE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:43.046065] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HELE.txt
[2025-12-17T20:23:43.046221] [INFO ] [sig       ] [1513/3576] Completed HELE in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:43.046260] [INFO ] [sig       ] [1514/3576] Forecasting HEPS...
[2025-12-17T20:23:43.046290] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-17T20:23:43.046321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-17T20:23:43.057821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-17T20:23:43.058194] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-17T20:23:43.059017] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-17T20:23:43.059068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:43.059100] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:43.059127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:43.059183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:43.116110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:43.116980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:43.117066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:43.117099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:43.236310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:43.236467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:43.236507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:43.236536] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:43.239888] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-17T20:23:43.240158] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-17T20:23:43.240283] [INFO ] [sig       ] HEPS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:43.379480] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HEPS.txt
[2025-12-17T20:23:43.379647] [INFO ] [sig       ] [1514/3576] Completed HEPS in 0.3s | 2.92 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-17T20:23:43.379689] [INFO ] [sig       ] [1515/3576] Forecasting HEQ...
[2025-12-17T20:23:43.379720] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-17T20:23:43.379750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-17T20:23:43.391284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-17T20:23:43.391661] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-17T20:23:43.392407] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-17T20:23:43.392470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:43.392503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:43.392529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:43.392612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:43.450108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:43.451036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:43.451120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:43.451153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:43.574496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:43.574666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:43.574707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:43.574736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:43.578211] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-17T20:23:43.578481] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-17T20:23:43.578624] [INFO ] [sig       ] HEQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:43.723957] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HEQ.txt
[2025-12-17T20:23:43.724080] [INFO ] [sig       ] [1515/3576] Completed HEQ in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-17T20:23:43.724118] [INFO ] [sig       ] [1516/3576] Forecasting HERO...
[2025-12-17T20:23:43.724147] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-17T20:23:43.724176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-17T20:23:43.734956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-17T20:23:43.735209] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-17T20:23:43.735946] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-17T20:23:43.735996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:43.736051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:43.736079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:43.736135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:43.791805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:43.792606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:43.792683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:43.792714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:43.915263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:43.915368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:43.915403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:43.915430] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:43.918900] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-17T20:23:43.919314] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-17T20:23:43.919433] [INFO ] [sig       ] HERO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:44.066126] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HERO.txt
[2025-12-17T20:23:44.066235] [INFO ] [sig       ] [1516/3576] Completed HERO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-17T20:23:44.066274] [INFO ] [sig       ] [1517/3576] Forecasting HESM...
[2025-12-17T20:23:44.066303] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-17T20:23:44.066332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-17T20:23:44.079305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-17T20:23:44.079660] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-17T20:23:44.080644] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-17T20:23:44.080694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:44.080724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:44.080754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:44.080821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:44.136180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:44.136859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:44.136938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:44.136969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:44.263670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:44.263829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:44.263870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:44.263898] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:44.267275] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=20.43%)
[2025-12-17T20:23:44.267543] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-17T20:23:44.267687] [INFO ] [sig       ] HESM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:44.406155] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HESM.txt
[2025-12-17T20:23:44.406289] [INFO ] [sig       ] [1517/3576] Completed HESM in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-17T20:23:44.406329] [INFO ] [sig       ] [1518/3576] Forecasting HFFG...
[2025-12-17T20:23:44.406357] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-17T20:23:44.406386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-17T20:23:44.417723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-17T20:23:44.418072] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-17T20:23:44.418921] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-17T20:23:44.418974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:44.419006] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:44.419033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:44.419087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:44.474844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:44.475540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:44.475639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:44.475672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:44.593172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:44.593320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:44.593360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:44.593388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:44.596709] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-17T20:23:44.597011] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-17T20:23:44.597134] [INFO ] [sig       ] HFFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:44.742268] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HFFG.txt
[2025-12-17T20:23:44.742411] [INFO ] [sig       ] [1518/3576] Completed HFFG in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-17T20:23:44.742450] [INFO ] [sig       ] [1519/3576] Forecasting HFRO...
[2025-12-17T20:23:44.742479] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-17T20:23:44.742509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-17T20:23:44.753810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-17T20:23:44.754120] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-17T20:23:44.754983] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-17T20:23:44.755035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:44.755067] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:44.755093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:44.755158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:44.812020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:44.812698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:44.812783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:44.812816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:44.930101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:44.930243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:44.930281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:44.930348] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:44.933784] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-17T20:23:44.934059] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-17T20:23:44.934184] [INFO ] [sig       ] HFRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:45.072890] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HFRO.txt
[2025-12-17T20:23:45.073037] [INFO ] [sig       ] [1519/3576] Completed HFRO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:45.073076] [INFO ] [sig       ] [1520/3576] Forecasting HFWA...
[2025-12-17T20:23:45.073105] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-17T20:23:45.073135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-17T20:23:45.084168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-17T20:23:45.084462] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-17T20:23:45.085222] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-17T20:23:45.085272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:45.085303] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:45.085330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:45.085385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:45.141198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:45.141856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:45.141934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:45.141969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:45.260562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:45.260721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:45.260759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:45.260788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:45.264119] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-17T20:23:45.264403] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-17T20:23:45.264528] [INFO ] [sig       ] HFWA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:45.404247] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HFWA.txt
[2025-12-17T20:23:45.404396] [INFO ] [sig       ] [1520/3576] Completed HFWA in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:45.404434] [INFO ] [sig       ] [1521/3576] Forecasting HG...
[2025-12-17T20:23:45.404464] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-17T20:23:45.404494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-17T20:23:45.416558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-17T20:23:45.416999] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-17T20:23:45.417835] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-17T20:23:45.417898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:45.417936] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:45.417968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:45.418024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:45.473644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:45.474502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:45.474613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:45.474648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:45.594217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:45.594376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:45.594416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:45.594444] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:45.597746] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-17T20:23:45.598011] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-17T20:23:45.598133] [INFO ] [sig       ] HG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:45.741495] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HG.txt
[2025-12-17T20:23:45.741685] [INFO ] [sig       ] [1521/3576] Completed HG in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:45.741737] [INFO ] [sig       ] [1522/3576] Forecasting HGBL...
[2025-12-17T20:23:45.741768] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-17T20:23:45.741809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-17T20:23:45.753423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-17T20:23:45.753822] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-17T20:23:45.754758] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-17T20:23:45.754810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:45.754841] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:45.754867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:45.754922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:45.810295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:45.811160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:45.811252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:45.811286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:45.923551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:45.923720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:45.923759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:45.923787] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:45.927022] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-17T20:23:45.927303] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-17T20:23:45.927426] [INFO ] [sig       ] HGBL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:46.064018] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HGBL.txt
[2025-12-17T20:23:46.064161] [INFO ] [sig       ] [1522/3576] Completed HGBL in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:46.064201] [INFO ] [sig       ] [1523/3576] Forecasting HGLB...
[2025-12-17T20:23:46.064229] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-17T20:23:46.064260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-17T20:23:46.075600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-17T20:23:46.075883] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-17T20:23:46.076654] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-17T20:23:46.076704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:46.076735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:46.076760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:46.076814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:46.132077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:46.132711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:46.132789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:46.132821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:46.253305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:46.253458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:46.253500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:46.253529] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:46.256845] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-17T20:23:46.257110] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-17T20:23:46.257232] [INFO ] [sig       ] HGLB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:46.394265] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HGLB.txt
[2025-12-17T20:23:46.394427] [INFO ] [sig       ] [1523/3576] Completed HGLB in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:46.394476] [INFO ] [sig       ] [1524/3576] Forecasting HGTY...
[2025-12-17T20:23:46.394507] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-17T20:23:46.394538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-17T20:23:46.406876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-17T20:23:46.407284] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-17T20:23:46.408095] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-17T20:23:46.408149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:46.408182] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:46.408211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:46.408267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:46.469000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:46.469895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:46.469998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:46.470044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:46.590878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:46.591013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:46.591053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:46.591083] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:46.594479] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-17T20:23:46.594766] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-17T20:23:46.594892] [INFO ] [sig       ] HGTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:46.741326] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HGTY.txt
[2025-12-17T20:23:46.741460] [INFO ] [sig       ] [1524/3576] Completed HGTY in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:46.741497] [INFO ] [sig       ] [1525/3576] Forecasting HHH...
[2025-12-17T20:23:46.741525] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-17T20:23:46.741556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-17T20:23:46.752292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-17T20:23:46.752605] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-17T20:23:46.753339] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-17T20:23:46.753390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:46.753429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:46.753456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:46.753511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:46.809471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:46.810366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:46.810449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:46.810482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:46.928530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:46.928703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:46.928746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:46.928775] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:46.932175] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-17T20:23:46.932455] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-17T20:23:46.932603] [INFO ] [sig       ] HHH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:47.073455] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HHH.txt
[2025-12-17T20:23:47.073633] [INFO ] [sig       ] [1525/3576] Completed HHH in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:47.073676] [INFO ] [sig       ] [1526/3576] Forecasting HI...
[2025-12-17T20:23:47.073707] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-17T20:23:47.073738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-17T20:23:47.085121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-17T20:23:47.085479] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-17T20:23:47.086256] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-17T20:23:47.086306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:47.086349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:47.086377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:47.086432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:47.142095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:47.142944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:47.143056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:47.143090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:47.264454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:47.264628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:47.264670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:47.264699] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:47.268007] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-17T20:23:47.268275] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-17T20:23:47.268396] [INFO ] [sig       ] HI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:47.409930] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HI.txt
[2025-12-17T20:23:47.410075] [INFO ] [sig       ] [1526/3576] Completed HI in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:47.410114] [INFO ] [sig       ] [1527/3576] Forecasting HIFS...
[2025-12-17T20:23:47.410143] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-17T20:23:47.410184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-17T20:23:47.421379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-17T20:23:47.421693] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-17T20:23:47.422431] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-17T20:23:47.422482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:47.422521] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:47.422550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:47.422624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:47.478172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:47.478805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:47.478912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:47.478949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:47.591300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:47.591436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:47.591473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:47.591500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:47.594738] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-17T20:23:47.595000] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-17T20:23:47.595120] [INFO ] [sig       ] HIFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:47.733595] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HIFS.txt
[2025-12-17T20:23:47.733732] [INFO ] [sig       ] [1527/3576] Completed HIFS in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:47.733776] [INFO ] [sig       ] [1528/3576] Forecasting HIG...
[2025-12-17T20:23:47.733807] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-17T20:23:47.733837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-17T20:23:47.745103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-17T20:23:47.745433] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-17T20:23:47.746187] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-17T20:23:47.746237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:47.746268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:47.746295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:47.746350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:47.801558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:47.802334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:47.802413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:47.802445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:47.920970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:47.921131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:47.921172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:47.921201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:47.924706] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=57.93%)
[2025-12-17T20:23:47.924998] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-17T20:23:47.925131] [INFO ] [sig       ] HIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:48.085843] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIG.txt
[2025-12-17T20:23:48.085994] [INFO ] [sig       ] [1528/3576] Completed HIG in 0.4s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:48.086034] [INFO ] [sig       ] [1529/3576] Forecasting HII...
[2025-12-17T20:23:48.086064] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-17T20:23:48.086096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-17T20:23:48.097225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-17T20:23:48.097509] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-17T20:23:48.098356] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-17T20:23:48.098410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:48.098443] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:48.098471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:48.098528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:48.154217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:48.154963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:48.155053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:48.155085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:48.278487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:48.278652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:48.278692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:48.278720] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:48.282057] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=43.02%)
[2025-12-17T20:23:48.282323] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-17T20:23:48.282448] [INFO ] [sig       ] HII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:48.421498] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HII.txt
[2025-12-17T20:23:48.421678] [INFO ] [sig       ] [1529/3576] Completed HII in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:48.421749] [INFO ] [sig       ] [1530/3576] Forecasting HIMS...
[2025-12-17T20:23:48.421793] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-17T20:23:48.421834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-17T20:23:48.434264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-17T20:23:48.434643] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-17T20:23:48.435436] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-17T20:23:48.435486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:48.435517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:48.435542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:48.435619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:48.491227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:48.492081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:48.492162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:48.492194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:48.610099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:48.610254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:48.610295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:48.610323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:48.613702] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-17T20:23:48.613965] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-17T20:23:48.614089] [INFO ] [sig       ] HIMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:48.752018] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIMS.txt
[2025-12-17T20:23:48.752130] [INFO ] [sig       ] [1530/3576] Completed HIMS in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:48.752167] [INFO ] [sig       ] [1531/3576] Forecasting HIMX...
[2025-12-17T20:23:48.752195] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-17T20:23:48.752225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-17T20:23:48.763792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-17T20:23:48.764076] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-17T20:23:48.764858] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-17T20:23:48.764917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:48.764954] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:48.764986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:48.765053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:48.821305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:48.821891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:48.821978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:48.822016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:48.942098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:48.942255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:48.942293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:48.942321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:48.945664] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-17T20:23:48.945925] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-17T20:23:48.946065] [INFO ] [sig       ] HIMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:49.084147] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIMX.txt
[2025-12-17T20:23:49.084287] [INFO ] [sig       ] [1531/3576] Completed HIMX in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:49.084325] [INFO ] [sig       ] [1532/3576] Forecasting HIO...
[2025-12-17T20:23:49.084353] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-17T20:23:49.084384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-17T20:23:49.096251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-17T20:23:49.096532] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-17T20:23:49.097314] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-17T20:23:49.097365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:49.097396] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:49.097423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:49.097478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:49.153289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:49.154124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:49.154204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:49.154236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:49.272174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:49.272325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:49.272363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:49.272393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:49.275692] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-17T20:23:49.275961] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-17T20:23:49.276083] [INFO ] [sig       ] HIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:49.416780] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIO.txt
[2025-12-17T20:23:49.416916] [INFO ] [sig       ] [1532/3576] Completed HIO in 0.3s | 2.92 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-17T20:23:49.416954] [INFO ] [sig       ] [1533/3576] Forecasting HIPO...
[2025-12-17T20:23:49.416986] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-17T20:23:49.417018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-17T20:23:49.429979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-17T20:23:49.430382] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-17T20:23:49.431294] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-17T20:23:49.431347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:49.431409] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:49.431438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:49.431508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:49.488237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:49.489186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:49.489289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:49.489325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:49.608619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:49.608773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:49.608813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:49.608893] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:49.612204] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=93.13%)
[2025-12-17T20:23:49.612466] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-17T20:23:49.612604] [INFO ] [sig       ] HIPO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:49.752947] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIPO.txt
[2025-12-17T20:23:49.753073] [INFO ] [sig       ] [1533/3576] Completed HIPO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-17T20:23:49.753111] [INFO ] [sig       ] [1534/3576] Forecasting HITI...
[2025-12-17T20:23:49.753140] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-17T20:23:49.753170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-17T20:23:49.764690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-17T20:23:49.765016] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-17T20:23:49.765886] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-17T20:23:49.765941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:49.765974] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:49.766002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:49.766058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:49.823346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:49.824019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:49.824098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:49.824131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:49.946491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:49.946645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:49.946686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:49.946716] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:49.950167] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-17T20:23:49.950432] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-17T20:23:49.950558] [INFO ] [sig       ] HITI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:50.112216] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HITI.txt
[2025-12-17T20:23:50.112362] [INFO ] [sig       ] [1534/3576] Completed HITI in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-17T20:23:50.112401] [INFO ] [sig       ] [1535/3576] Forecasting HIVE...
[2025-12-17T20:23:50.112431] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-17T20:23:50.112462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-17T20:23:50.123520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-17T20:23:50.123856] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-17T20:23:50.124650] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-17T20:23:50.124701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:50.124732] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:50.124758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:50.124813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:50.180045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:50.180760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:50.180856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:50.180890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:50.302533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:50.302698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:50.302737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:50.302766] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:50.306278] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-17T20:23:50.306544] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-17T20:23:50.306684] [INFO ] [sig       ] HIVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:50.449755] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIVE.txt
[2025-12-17T20:23:50.449923] [INFO ] [sig       ] [1535/3576] Completed HIVE in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-17T20:23:50.449972] [INFO ] [sig       ] [1536/3576] Forecasting HIX...
[2025-12-17T20:23:50.450007] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-17T20:23:50.450045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-17T20:23:50.461890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-17T20:23:50.462212] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-17T20:23:50.463135] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-17T20:23:50.463187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:50.463226] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:50.463255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:50.463317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:50.519177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:50.520005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:50.520086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:50.520118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:50.636643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:50.636792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:50.636831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:50.636892] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:50.641257] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=59.16%)
[2025-12-17T20:23:50.641618] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-17T20:23:50.641759] [INFO ] [sig       ] HIX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:50.786769] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HIX.txt
[2025-12-17T20:23:50.786929] [INFO ] [sig       ] [1536/3576] Completed HIX in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:50.786975] [INFO ] [sig       ] [1537/3576] Forecasting HL...
[2025-12-17T20:23:50.787013] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-17T20:23:50.787049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-17T20:23:50.798941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-17T20:23:50.799224] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-17T20:23:50.800000] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-17T20:23:50.800050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:50.800081] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:50.800117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:50.800174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:50.856037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:50.856726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:50.856803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:50.856835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:50.979116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:50.979264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:50.979303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:50.979332] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:50.982628] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-17T20:23:50.982889] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-17T20:23:50.983023] [INFO ] [sig       ] HL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:51.126931] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HL.txt
[2025-12-17T20:23:51.127060] [INFO ] [sig       ] [1537/3576] Completed HL in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:51.127097] [INFO ] [sig       ] [1538/3576] Forecasting HLAL...
[2025-12-17T20:23:51.127125] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-17T20:23:51.127155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-17T20:23:51.138302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-17T20:23:51.138699] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-17T20:23:51.139508] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-17T20:23:51.139593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:51.139641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:51.139671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:51.139730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:51.196539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:51.197385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:51.197467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:51.197500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:51.335172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:51.335372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:51.335434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:51.335489] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:51.340713] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-17T20:23:51.340998] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-17T20:23:51.341127] [INFO ] [sig       ] HLAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:51.485225] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HLAL.txt
[2025-12-17T20:23:51.485358] [INFO ] [sig       ] [1538/3576] Completed HLAL in 0.4s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:51.485395] [INFO ] [sig       ] [1539/3576] Forecasting HLF...
[2025-12-17T20:23:51.485424] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-17T20:23:51.485455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-17T20:23:51.497106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-17T20:23:51.497376] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-17T20:23:51.498322] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-17T20:23:51.498388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:51.498431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:51.498469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:51.498552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:51.561644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:51.562529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:51.562630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:51.562666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:51.685539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:51.685707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:51.685750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:51.685779] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:51.689245] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-17T20:23:51.689514] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-17T20:23:51.689658] [INFO ] [sig       ] HLF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:51.829631] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HLF.txt
[2025-12-17T20:23:51.829760] [INFO ] [sig       ] [1539/3576] Completed HLF in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:51.829798] [INFO ] [sig       ] [1540/3576] Forecasting HLI...
[2025-12-17T20:23:51.829830] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-17T20:23:51.829862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-17T20:23:51.840919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-17T20:23:51.841191] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-17T20:23:51.841940] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-17T20:23:51.841991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:51.842022] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:51.842048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:51.842103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:51.897881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:51.898644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:51.898725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:51.898758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:52.012917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:52.013070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:52.013111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:52.013142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:52.016558] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-17T20:23:52.016848] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-17T20:23:52.016978] [INFO ] [sig       ] HLI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:52.160533] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HLI.txt
[2025-12-17T20:23:52.160699] [INFO ] [sig       ] [1540/3576] Completed HLI in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:52.160739] [INFO ] [sig       ] [1541/3576] Forecasting HLIO...
[2025-12-17T20:23:52.160767] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-17T20:23:52.160804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-17T20:23:52.172339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-17T20:23:52.172735] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-17T20:23:52.173501] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-17T20:23:52.173553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:52.173603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:52.173631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:52.173688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:52.233532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:52.234490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:52.234601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:52.234639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:52.362304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:52.362459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:52.362500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:52.362529] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:52.365922] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-17T20:23:52.366200] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-17T20:23:52.366327] [INFO ] [sig       ] HLIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:52.507780] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HLIO.txt
[2025-12-17T20:23:52.507909] [INFO ] [sig       ] [1541/3576] Completed HLIO in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:52.507947] [INFO ] [sig       ] [1542/3576] Forecasting HLLY...
[2025-12-17T20:23:52.507976] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-17T20:23:52.508006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-17T20:23:52.519322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-17T20:23:52.519631] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-17T20:23:52.520407] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-17T20:23:52.520462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:52.520493] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:52.520521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:52.520598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:52.578062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:52.578729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:52.578809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:52.578844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:52.698811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:52.698989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:52.699036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:52.699065] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:52.702474] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-17T20:23:52.702765] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-17T20:23:52.702892] [INFO ] [sig       ] HLLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:52.844500] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HLLY.txt
[2025-12-17T20:23:52.844643] [INFO ] [sig       ] [1542/3576] Completed HLLY in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:52.844682] [INFO ] [sig       ] [1543/3576] Forecasting HLMN...
[2025-12-17T20:23:52.844711] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-17T20:23:52.844740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-17T20:23:52.856051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-17T20:23:52.856350] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-17T20:23:52.857129] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-17T20:23:52.857181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:52.857214] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:52.857243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:52.857300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:52.917601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:52.918447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:52.918564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:52.918619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:53.040703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:53.040856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:53.040899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:53.040928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:53.045118] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-17T20:23:53.045382] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-17T20:23:53.045503] [INFO ] [sig       ] HLMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:53.187813] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HLMN.txt
[2025-12-17T20:23:53.187956] [INFO ] [sig       ] [1543/3576] Completed HLMN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:53.187997] [INFO ] [sig       ] [1544/3576] Forecasting HLN...
[2025-12-17T20:23:53.188025] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-17T20:23:53.188055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-17T20:23:53.199807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-17T20:23:53.200084] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-17T20:23:53.200843] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-17T20:23:53.200894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:53.200925] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:53.200951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:53.201006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:53.257303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:53.257974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:53.258054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:53.258087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:53.376678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:53.376825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:53.376867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:53.376895] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:53.380269] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-17T20:23:53.380539] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-17T20:23:53.380686] [INFO ] [sig       ] HLN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:53.522927] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HLN.txt
[2025-12-17T20:23:53.523054] [INFO ] [sig       ] [1544/3576] Completed HLN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:53.523093] [INFO ] [sig       ] [1545/3576] Forecasting HLNE...
[2025-12-17T20:23:53.523121] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-17T20:23:53.523151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-17T20:23:53.534730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-17T20:23:53.535024] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-17T20:23:53.535814] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-17T20:23:53.535865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:53.535896] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:53.535923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:53.535978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:53.593554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:53.594262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:53.594343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:53.594376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:53.714929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:53.715111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:53.715172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:53.715204] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:53.718780] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=23.58%)
[2025-12-17T20:23:53.719077] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-17T20:23:53.719208] [INFO ] [sig       ] HLNE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:53.861942] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HLNE.txt
[2025-12-17T20:23:53.862078] [INFO ] [sig       ] [1545/3576] Completed HLNE in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:53.862117] [INFO ] [sig       ] [1546/3576] Forecasting HLX...
[2025-12-17T20:23:53.862145] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-17T20:23:53.862174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-17T20:23:53.873888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-17T20:23:53.874200] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-17T20:23:53.874996] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-17T20:23:53.875060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:53.875100] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:53.875134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:53.875193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:53.932485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:53.933237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:53.933317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:53.933350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:54.052451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:54.052627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:54.052672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:54.052704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:54.056141] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-12-17T20:23:54.056426] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-17T20:23:54.056555] [INFO ] [sig       ] HLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:54.201763] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HLX.txt
[2025-12-17T20:23:54.201942] [INFO ] [sig       ] [1546/3576] Completed HLX in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:54.201982] [INFO ] [sig       ] [1547/3576] Forecasting HMC...
[2025-12-17T20:23:54.202015] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-17T20:23:54.202045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-17T20:23:54.213661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-17T20:23:54.214043] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-17T20:23:54.214828] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-17T20:23:54.214878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:54.214909] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:54.214934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:54.214990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:54.274933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:54.275786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:54.275867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:54.275900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:54.398284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:54.398433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:54.398473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:54.398501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:54.401896] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=52.65%)
[2025-12-17T20:23:54.402167] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-17T20:23:54.402293] [INFO ] [sig       ] HMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:54.546911] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HMC.txt
[2025-12-17T20:23:54.547052] [INFO ] [sig       ] [1547/3576] Completed HMC in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:54.547096] [INFO ] [sig       ] [1548/3576] Forecasting HMN...
[2025-12-17T20:23:54.547126] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-17T20:23:54.547156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-17T20:23:54.558264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-17T20:23:54.558551] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-17T20:23:54.559348] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-17T20:23:54.559398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:54.559428] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:54.559455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:54.559513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:54.615690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:54.616384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:54.616461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:54.616492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:54.736514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:54.736680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:54.736719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:54.736748] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:54.740101] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-17T20:23:54.740379] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-17T20:23:54.740500] [INFO ] [sig       ] HMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:54.880299] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HMN.txt
[2025-12-17T20:23:54.880426] [INFO ] [sig       ] [1548/3576] Completed HMN in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:54.880463] [INFO ] [sig       ] [1549/3576] Forecasting HMY...
[2025-12-17T20:23:54.880491] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-17T20:23:54.880522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-17T20:23:54.891877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-17T20:23:54.892155] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-17T20:23:54.892919] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-17T20:23:54.892970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:54.893000] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:54.893027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:54.893082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:54.949399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:54.950230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:54.950312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:54.950345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:55.074051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:55.074200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:55.074238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:55.074268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:55.077560] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-17T20:23:55.077840] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-17T20:23:55.077960] [INFO ] [sig       ] HMY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:55.221656] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HMY.txt
[2025-12-17T20:23:55.221799] [INFO ] [sig       ] [1549/3576] Completed HMY in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:55.221841] [INFO ] [sig       ] [1550/3576] Forecasting HNDL...
[2025-12-17T20:23:55.221873] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-17T20:23:55.221905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-17T20:23:55.233356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-17T20:23:55.233663] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-17T20:23:55.234449] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-17T20:23:55.234512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:55.234587] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:55.234620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:55.234677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:55.292995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:55.293688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:55.293768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:55.293801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:55.415648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:55.415839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:55.415882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:55.415913] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:55.419488] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-17T20:23:55.419780] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-17T20:23:55.419916] [INFO ] [sig       ] HNDL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:55.560334] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HNDL.txt
[2025-12-17T20:23:55.560459] [INFO ] [sig       ] [1550/3576] Completed HNDL in 0.3s | 2.92 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-17T20:23:55.560497] [INFO ] [sig       ] [1551/3576] Forecasting HNI...
[2025-12-17T20:23:55.560525] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-17T20:23:55.560556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-17T20:23:55.571874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-17T20:23:55.572149] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-17T20:23:55.572898] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-17T20:23:55.572948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:55.572979] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:55.573005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:55.573059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:55.629051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:55.629864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:55.629943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:55.629975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:55.749903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:55.750050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:55.750094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:55.750122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:55.753421] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-17T20:23:55.753710] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-17T20:23:55.753831] [INFO ] [sig       ] HNI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:55.892856] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HNI.txt
[2025-12-17T20:23:55.892981] [INFO ] [sig       ] [1551/3576] Completed HNI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-17T20:23:55.893019] [INFO ] [sig       ] [1552/3576] Forecasting HNRG...
[2025-12-17T20:23:55.893048] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-17T20:23:55.893077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-17T20:23:55.904376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-17T20:23:55.904716] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-17T20:23:55.905663] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-17T20:23:55.905713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:55.905744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:55.905770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:55.905824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:55.962078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:55.962793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:55.962869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:55.962900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:56.081979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:56.082139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:56.082188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:56.082223] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:56.085687] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-17T20:23:56.085954] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-17T20:23:56.086077] [INFO ] [sig       ] HNRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:56.229155] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HNRG.txt
[2025-12-17T20:23:56.229299] [INFO ] [sig       ] [1552/3576] Completed HNRG in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-17T20:23:56.229339] [INFO ] [sig       ] [1553/3576] Forecasting HOG...
[2025-12-17T20:23:56.229368] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-17T20:23:56.229406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-17T20:23:56.240483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-17T20:23:56.240774] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-17T20:23:56.241518] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-17T20:23:56.241586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:56.241620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:56.241646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:56.241701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:56.297814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:56.298463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:56.298539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:56.298587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:56.422468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:56.422638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:56.422680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:56.422740] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:56.426043] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-17T20:23:56.426313] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-17T20:23:56.426434] [INFO ] [sig       ] HOG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:56.564835] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HOG.txt
[2025-12-17T20:23:56.564968] [INFO ] [sig       ] [1553/3576] Completed HOG in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:56.565013] [INFO ] [sig       ] [1554/3576] Forecasting HOLO...
[2025-12-17T20:23:56.565043] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-17T20:23:56.565076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-17T20:23:56.576400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-17T20:23:56.576685] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-17T20:23:56.577443] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-17T20:23:56.577496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:56.577527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:56.577563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:56.577654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:56.634489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:56.635333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:56.635415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:56.635447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:56.753759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:56.753906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:56.753947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:56.753976] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:56.757291] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-17T20:23:56.757558] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-17T20:23:56.757701] [INFO ] [sig       ] HOLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:56.894836] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HOLO.txt
[2025-12-17T20:23:56.894967] [INFO ] [sig       ] [1554/3576] Completed HOLO in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:56.895004] [INFO ] [sig       ] [1555/3576] Forecasting HOLX...
[2025-12-17T20:23:56.895033] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-17T20:23:56.895062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-17T20:23:56.905892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-17T20:23:56.906249] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-17T20:23:56.907042] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-17T20:23:56.907092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:56.907127] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:56.907153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:56.907208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:56.965464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:56.966299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:56.966377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:56.966409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:57.090725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:57.090900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:57.090942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:57.090971] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:57.094400] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-17T20:23:57.094694] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-17T20:23:57.094849] [INFO ] [sig       ] HOLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:57.234318] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HOLX.txt
[2025-12-17T20:23:57.234459] [INFO ] [sig       ] [1555/3576] Completed HOLX in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:57.234499] [INFO ] [sig       ] [1556/3576] Forecasting HOMB...
[2025-12-17T20:23:57.234528] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-17T20:23:57.234559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-17T20:23:57.246006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-17T20:23:57.246320] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-17T20:23:57.247075] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-17T20:23:57.247129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:57.247159] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:57.247185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:57.247240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:57.302260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:57.303042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:57.303123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:57.303156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:57.426288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:57.426447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:57.426489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:57.426518] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:57.430015] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-17T20:23:57.430357] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-17T20:23:57.430505] [INFO ] [sig       ] HOMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:57.580318] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HOMB.txt
[2025-12-17T20:23:57.580469] [INFO ] [sig       ] [1556/3576] Completed HOMB in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:57.580511] [INFO ] [sig       ] [1557/3576] Forecasting HON...
[2025-12-17T20:23:57.580540] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-17T20:23:57.580590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-17T20:23:57.592388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-17T20:23:57.592775] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-17T20:23:57.593601] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-17T20:23:57.593656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:57.593689] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:57.593717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:57.593775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:57.651899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:57.652764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:57.652846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:57.652877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:57.780366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:57.780539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:57.780619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:57.780654] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:57.784174] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-17T20:23:57.784461] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-17T20:23:57.784604] [INFO ] [sig       ] HON: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:57.926658] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HON.txt
[2025-12-17T20:23:57.926837] [INFO ] [sig       ] [1557/3576] Completed HON in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:57.926885] [INFO ] [sig       ] [1558/3576] Forecasting HOOD...
[2025-12-17T20:23:57.926917] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-17T20:23:57.926947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-17T20:23:57.938926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-17T20:23:57.939313] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-17T20:23:57.940115] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-17T20:23:57.940167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:57.940198] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:57.940223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:57.940277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:57.998441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:57.999366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:57.999452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:57.999485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:58.122250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:58.122406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:58.122450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:58.122479] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:58.125854] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2025-12-17T20:23:58.126126] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-17T20:23:58.126255] [INFO ] [sig       ] HOOD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:58.276338] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HOOD.txt
[2025-12-17T20:23:58.276487] [INFO ] [sig       ] [1558/3576] Completed HOOD in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:58.276528] [INFO ] [sig       ] [1559/3576] Forecasting HOPE...
[2025-12-17T20:23:58.276556] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-17T20:23:58.276609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-17T20:23:58.287906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-17T20:23:58.288167] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-17T20:23:58.288934] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-17T20:23:58.288985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:58.289016] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:58.289042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:58.289097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:58.343895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:58.344821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:58.344903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:58.344935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:58.455494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:58.455665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:58.455706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:58.455735] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:58.459420] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-17T20:23:58.459729] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-17T20:23:58.459867] [INFO ] [sig       ] HOPE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:58.607663] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HOPE.txt
[2025-12-17T20:23:58.607826] [INFO ] [sig       ] [1559/3576] Completed HOPE in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:58.607865] [INFO ] [sig       ] [1560/3576] Forecasting HOTH...
[2025-12-17T20:23:58.607896] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-17T20:23:58.607925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-17T20:23:58.619960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-17T20:23:58.620272] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-17T20:23:58.621030] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-17T20:23:58.621080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:58.621111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:58.621140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:58.621197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:58.676424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:58.677235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:58.677344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:58.677377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:58.796261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:58.796417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:58.796459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:58.796489] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:58.799861] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-17T20:23:58.800147] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-17T20:23:58.800294] [INFO ] [sig       ] HOTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:58.937788] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HOTH.txt
[2025-12-17T20:23:58.937934] [INFO ] [sig       ] [1560/3576] Completed HOTH in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:58.937973] [INFO ] [sig       ] [1561/3576] Forecasting HOUS...
[2025-12-17T20:23:58.938003] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-17T20:23:58.938033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-17T20:23:58.949234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-17T20:23:58.949535] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-17T20:23:58.950288] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-17T20:23:58.950338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:58.950379] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:58.950407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:58.950462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:59.006272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:59.007125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:59.007223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:59.007265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:59.129507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:59.129678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:59.129722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:59.129751] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:59.133101] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-17T20:23:59.133373] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-17T20:23:59.133497] [INFO ] [sig       ] HOUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:59.280886] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HOUS.txt
[2025-12-17T20:23:59.281038] [INFO ] [sig       ] [1561/3576] Completed HOUS in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:59.281089] [INFO ] [sig       ] [1562/3576] Forecasting HP...
[2025-12-17T20:23:59.281128] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-17T20:23:59.281164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-17T20:23:59.293154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-17T20:23:59.293482] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-17T20:23:59.294227] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-17T20:23:59.294277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:59.294308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:59.294335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:59.294389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:59.348811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:59.349431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:59.349508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:59.349540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:59.469655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:59.469857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:59.469900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:59.469931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:59.473458] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2025-12-17T20:23:59.473763] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-17T20:23:59.473905] [INFO ] [sig       ] HP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:23:59.619676] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HP.txt
[2025-12-17T20:23:59.619831] [INFO ] [sig       ] [1562/3576] Completed HP in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:59.619873] [INFO ] [sig       ] [1563/3576] Forecasting HPE...
[2025-12-17T20:23:59.619903] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-17T20:23:59.619935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-17T20:23:59.631930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-17T20:23:59.632268] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-17T20:23:59.633062] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-17T20:23:59.633120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:59.633164] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:59.633203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:59.633278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:23:59.691701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:23:59.692468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:23:59.692546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:23:59.692596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:23:59.811674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:23:59.811823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:23:59.811862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:23:59.811890] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:23:59.815148] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-17T20:23:59.815433] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-17T20:23:59.815556] [INFO ] [sig       ] HPE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:23:59.963324] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HPE.txt
[2025-12-17T20:23:59.963543] [INFO ] [sig       ] [1563/3576] Completed HPE in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:23:59.963611] [INFO ] [sig       ] [1564/3576] Forecasting HPF...
[2025-12-17T20:23:59.963652] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-17T20:23:59.963691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-17T20:23:59.977952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-17T20:23:59.978413] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-17T20:23:59.979436] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-17T20:23:59.979501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:23:59.979539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:23:59.979598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:23:59.979676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:00.043533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:00.044435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:00.044521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:00.044554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:00.164851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:00.165002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:00.165044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:00.165072] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:00.168748] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-17T20:24:00.169035] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-17T20:24:00.169161] [INFO ] [sig       ] HPF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:00.313680] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HPF.txt
[2025-12-17T20:24:00.313835] [INFO ] [sig       ] [1564/3576] Completed HPF in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:24:00.313874] [INFO ] [sig       ] [1565/3576] Forecasting HPI...
[2025-12-17T20:24:00.313910] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-17T20:24:00.313942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-17T20:24:00.326317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-17T20:24:00.326745] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-17T20:24:00.327518] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-17T20:24:00.327593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:00.327629] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:00.327656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:00.327711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:00.385772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:00.386652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:00.386733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:00.386767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:00.505344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:00.505494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:00.505535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:00.505565] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:00.509059] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-17T20:24:00.509336] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-17T20:24:00.509465] [INFO ] [sig       ] HPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:00.649002] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HPI.txt
[2025-12-17T20:24:00.649140] [INFO ] [sig       ] [1565/3576] Completed HPI in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:24:00.649182] [INFO ] [sig       ] [1566/3576] Forecasting HPK...
[2025-12-17T20:24:00.649212] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-17T20:24:00.649243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-17T20:24:00.660701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-17T20:24:00.661004] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-17T20:24:00.661839] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-17T20:24:00.661891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:00.661922] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:00.661947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:00.662002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:00.716701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:00.717360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:00.717440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:00.717473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:00.841518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:00.841696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:00.841738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:00.841769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:00.845285] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=35.70%)
[2025-12-17T20:24:00.845595] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-17T20:24:00.845727] [INFO ] [sig       ] HPK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:00.987905] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HPK.txt
[2025-12-17T20:24:00.988053] [INFO ] [sig       ] [1566/3576] Completed HPK in 0.3s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:24:00.988090] [INFO ] [sig       ] [1567/3576] Forecasting HPP...
[2025-12-17T20:24:00.988120] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-17T20:24:00.988155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-17T20:24:01.000067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-17T20:24:01.000345] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-17T20:24:01.001134] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-17T20:24:01.001187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:01.001245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:01.001274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:01.001332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:01.057920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:01.058696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:01.058780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:01.058814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:01.204329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:01.204453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:01.204493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:01.204521] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:01.207831] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-12-17T20:24:01.208100] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-17T20:24:01.208232] [INFO ] [sig       ] HPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:01.345946] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HPP.txt
[2025-12-17T20:24:01.346094] [INFO ] [sig       ] [1567/3576] Completed HPP in 0.4s | 2.92 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-17T20:24:01.346134] [INFO ] [sig       ] [1568/3576] Forecasting HPQ...
[2025-12-17T20:24:01.346163] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-17T20:24:01.346193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-17T20:24:01.358077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-17T20:24:01.358409] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-17T20:24:01.359218] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-17T20:24:01.359269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:01.359299] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:01.359325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:01.359380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:01.414706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:01.415497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:01.415593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:01.415628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:01.539877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:01.540026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:01.540067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:01.540110] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:01.543447] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-17T20:24:01.543729] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-17T20:24:01.543852] [INFO ] [sig       ] HPQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:01.680912] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HPQ.txt
[2025-12-17T20:24:01.681023] [INFO ] [sig       ] [1568/3576] Completed HPQ in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-17T20:24:01.681059] [INFO ] [sig       ] [1569/3576] Forecasting HPS...
[2025-12-17T20:24:01.681087] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-17T20:24:01.681115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-17T20:24:01.692615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-17T20:24:01.692927] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-17T20:24:01.693721] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-17T20:24:01.693774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:01.693805] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:01.693831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:01.693886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:01.749847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:01.750708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:01.750788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:01.750820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:01.869522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:01.869700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:01.869739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:01.869766] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:01.873200] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-17T20:24:01.873532] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-17T20:24:01.873689] [INFO ] [sig       ] HPS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:02.019963] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HPS.txt
[2025-12-17T20:24:02.020124] [INFO ] [sig       ] [1569/3576] Completed HPS in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-17T20:24:02.020164] [INFO ] [sig       ] [1570/3576] Forecasting HQI...
[2025-12-17T20:24:02.020194] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-17T20:24:02.020227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-17T20:24:02.032438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-17T20:24:02.032875] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-17T20:24:02.033726] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-17T20:24:02.033779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:02.033810] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:02.033837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:02.033892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:02.091305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:02.092188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:02.092276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:02.092308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:02.195026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:02.195149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:02.195186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:02.195214] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:02.199077] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-17T20:24:02.199402] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-17T20:24:02.199563] [INFO ] [sig       ] HQI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:02.338498] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HQI.txt
[2025-12-17T20:24:02.338640] [INFO ] [sig       ] [1570/3576] Completed HQI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-17T20:24:02.338680] [INFO ] [sig       ] [1571/3576] Forecasting HQL...
[2025-12-17T20:24:02.338709] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-17T20:24:02.338739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-17T20:24:02.350635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-17T20:24:02.350900] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-17T20:24:02.351673] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-17T20:24:02.351724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:02.351755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:02.351782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:02.351836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:02.406870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:02.407502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:02.407602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:02.407636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:02.526847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:02.526995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:02.527034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:02.527062] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:02.530436] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-17T20:24:02.530724] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-17T20:24:02.530848] [INFO ] [sig       ] HQL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:02.724180] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HQL.txt
[2025-12-17T20:24:02.724311] [INFO ] [sig       ] [1571/3576] Completed HQL in 0.4s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:02.724350] [INFO ] [sig       ] [1572/3576] Forecasting HQY...
[2025-12-17T20:24:02.724379] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-17T20:24:02.724408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-17T20:24:02.736553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-17T20:24:02.736853] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-17T20:24:02.737775] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-17T20:24:02.737826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:02.737856] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:02.737882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:02.737948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:02.793983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:02.794590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:02.794665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:02.794697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:02.914098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:02.914264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:02.914310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:02.914346] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:02.917625] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2025-12-17T20:24:02.917889] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-17T20:24:02.918009] [INFO ] [sig       ] HQY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:03.054953] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HQY.txt
[2025-12-17T20:24:03.055074] [INFO ] [sig       ] [1572/3576] Completed HQY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:03.055111] [INFO ] [sig       ] [1573/3576] Forecasting HRB...
[2025-12-17T20:24:03.055140] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-17T20:24:03.055170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-17T20:24:03.066367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-17T20:24:03.066687] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-17T20:24:03.067423] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-17T20:24:03.067473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:03.067504] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:03.067529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:03.067614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:03.123170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:03.123810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:03.123888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:03.123922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:03.243369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:03.243503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:03.243540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:03.243582] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:03.246775] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2025-12-17T20:24:03.247032] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-17T20:24:03.247153] [INFO ] [sig       ] HRB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:03.384970] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HRB.txt
[2025-12-17T20:24:03.385115] [INFO ] [sig       ] [1573/3576] Completed HRB in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:03.385156] [INFO ] [sig       ] [1574/3576] Forecasting HRL...
[2025-12-17T20:24:03.385184] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-17T20:24:03.385220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-17T20:24:03.396536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-17T20:24:03.396921] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-17T20:24:03.397794] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-17T20:24:03.397854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:03.397887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:03.397914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:03.397970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:03.454261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:03.454893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:03.454972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:03.455004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:03.574407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:03.574538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:03.574591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:03.574623] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:03.577835] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2025-12-17T20:24:03.578097] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-17T20:24:03.578226] [INFO ] [sig       ] HRL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:03.716821] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HRL.txt
[2025-12-17T20:24:03.716936] [INFO ] [sig       ] [1574/3576] Completed HRL in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:03.716974] [INFO ] [sig       ] [1575/3576] Forecasting HRMY...
[2025-12-17T20:24:03.717004] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-17T20:24:03.717032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-17T20:24:03.728454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-17T20:24:03.728766] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-17T20:24:03.729541] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-17T20:24:03.729609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:03.729641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:03.729667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:03.729722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:03.785365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:03.785981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:03.786055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:03.786087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:03.901957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:03.902080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:03.902118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:03.902146] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:03.905355] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=19.22%)
[2025-12-17T20:24:03.905638] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-17T20:24:03.905761] [INFO ] [sig       ] HRMY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:04.044248] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HRMY.txt
[2025-12-17T20:24:04.044366] [INFO ] [sig       ] [1575/3576] Completed HRMY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:04.044402] [INFO ] [sig       ] [1576/3576] Forecasting HRTG...
[2025-12-17T20:24:04.044431] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-17T20:24:04.044461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-17T20:24:04.055740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-17T20:24:04.056033] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-17T20:24:04.056829] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-17T20:24:04.056883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:04.056915] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:04.056942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:04.056999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:04.114220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:04.114872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:04.114950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:04.114984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:04.236723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:04.236875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:04.236916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:04.236945] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:04.240389] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=58.11%)
[2025-12-17T20:24:04.240676] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-17T20:24:04.240808] [INFO ] [sig       ] HRTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:04.383074] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HRTG.txt
[2025-12-17T20:24:04.383200] [INFO ] [sig       ] [1576/3576] Completed HRTG in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:04.383238] [INFO ] [sig       ] [1577/3576] Forecasting HRTX...
[2025-12-17T20:24:04.383267] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-17T20:24:04.383296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-17T20:24:04.394816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-17T20:24:04.395112] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-17T20:24:04.395884] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-17T20:24:04.395935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:04.395966] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:04.395992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:04.396048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:04.451615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:04.452254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:04.452331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:04.452363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:04.567665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:04.567795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:04.567833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:04.567861] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:04.571203] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-17T20:24:04.571471] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-17T20:24:04.571610] [INFO ] [sig       ] HRTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:04.710326] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HRTX.txt
[2025-12-17T20:24:04.710440] [INFO ] [sig       ] [1577/3576] Completed HRTX in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:04.710484] [INFO ] [sig       ] [1578/3576] Forecasting HRZN...
[2025-12-17T20:24:04.710514] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-17T20:24:04.710544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-17T20:24:04.722138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-17T20:24:04.722418] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-17T20:24:04.723174] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-17T20:24:04.723225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:04.723257] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:04.723287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:04.723348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:04.778977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:04.779608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:04.779684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:04.779715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:04.895753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:04.895881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:04.895921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:04.895951] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:04.899255] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-17T20:24:04.899517] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-17T20:24:04.899654] [INFO ] [sig       ] HRZN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:05.038699] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HRZN.txt
[2025-12-17T20:24:05.038832] [INFO ] [sig       ] [1578/3576] Completed HRZN in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:05.038888] [INFO ] [sig       ] [1579/3576] Forecasting HSAI...
[2025-12-17T20:24:05.038918] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-17T20:24:05.038948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-17T20:24:05.050964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-17T20:24:05.051294] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-17T20:24:05.052157] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-17T20:24:05.052210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:05.052243] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:05.052270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:05.052326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:05.109095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:05.109854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:05.109932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:05.109965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:05.228318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:05.228483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:05.228523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:05.228551] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:05.231969] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-17T20:24:05.232246] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-17T20:24:05.232371] [INFO ] [sig       ] HSAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:05.371483] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HSAI.txt
[2025-12-17T20:24:05.371635] [INFO ] [sig       ] [1579/3576] Completed HSAI in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:05.371676] [INFO ] [sig       ] [1580/3576] Forecasting HSBC...
[2025-12-17T20:24:05.371706] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-17T20:24:05.371737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-17T20:24:05.383296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-17T20:24:05.383675] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-17T20:24:05.384473] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-17T20:24:05.384524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:05.384556] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:05.384608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:05.384671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:05.439926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:05.440633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:05.440712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:05.440743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:05.561231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:05.561391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:05.561437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:05.561471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:05.564868] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=49.25%)
[2025-12-17T20:24:05.565129] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-17T20:24:05.565251] [INFO ] [sig       ] HSBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:05.704480] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HSBC.txt
[2025-12-17T20:24:05.704651] [INFO ] [sig       ] [1580/3576] Completed HSBC in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:05.704719] [INFO ] [sig       ] [1581/3576] Forecasting HSCS...
[2025-12-17T20:24:05.704749] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-17T20:24:05.704779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-17T20:24:05.716277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-17T20:24:05.716680] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-17T20:24:05.717491] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-17T20:24:05.717543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:05.717591] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:05.717620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:05.717676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:05.773961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:05.774828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:05.774908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:05.774941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:05.886549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:05.886693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:05.886745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:05.886773] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:05.890052] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-17T20:24:05.890312] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-17T20:24:05.890431] [INFO ] [sig       ] HSCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:06.028380] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HSCS.txt
[2025-12-17T20:24:06.028498] [INFO ] [sig       ] [1581/3576] Completed HSCS in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:06.028536] [INFO ] [sig       ] [1582/3576] Forecasting HSHP...
[2025-12-17T20:24:06.028565] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-17T20:24:06.028614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-17T20:24:06.039468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-17T20:24:06.039783] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-17T20:24:06.040523] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-17T20:24:06.040592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:06.040625] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:06.040652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:06.040708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:06.096961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:06.097560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:06.097655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:06.097688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:06.220548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:06.220707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:06.220746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:06.220774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:06.224019] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=59.34%)
[2025-12-17T20:24:06.224278] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-17T20:24:06.224401] [INFO ] [sig       ] HSHP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:06.366906] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HSHP.txt
[2025-12-17T20:24:06.367056] [INFO ] [sig       ] [1582/3576] Completed HSHP in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:06.367096] [INFO ] [sig       ] [1583/3576] Forecasting HSIC...
[2025-12-17T20:24:06.367127] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-17T20:24:06.367157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-17T20:24:06.380452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-17T20:24:06.380933] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-17T20:24:06.381703] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-17T20:24:06.381754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:06.381785] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:06.381812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:06.381869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:06.441281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:06.442113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:06.442189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:06.442221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:06.569604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:06.569755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:06.569795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:06.569822] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:06.573120] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-17T20:24:06.573384] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-17T20:24:06.573513] [INFO ] [sig       ] HSIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:06.710630] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HSIC.txt
[2025-12-17T20:24:06.710748] [INFO ] [sig       ] [1583/3576] Completed HSIC in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:06.710785] [INFO ] [sig       ] [1584/3576] Forecasting HSTM...
[2025-12-17T20:24:06.710815] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-17T20:24:06.710844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-17T20:24:06.721983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-17T20:24:06.722290] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-17T20:24:06.723083] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-17T20:24:06.723135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:06.723167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:06.723220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:06.723278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:06.779624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:06.780258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:06.780333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:06.780366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:06.896262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:06.896391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:06.896430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:06.896458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:06.899767] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-17T20:24:06.900035] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-17T20:24:06.900155] [INFO ] [sig       ] HSTM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:07.041085] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HSTM.txt
[2025-12-17T20:24:07.041218] [INFO ] [sig       ] [1584/3576] Completed HSTM in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:07.041256] [INFO ] [sig       ] [1585/3576] Forecasting HSY...
[2025-12-17T20:24:07.041286] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-17T20:24:07.041316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-17T20:24:07.053281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-17T20:24:07.053591] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-17T20:24:07.054352] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-17T20:24:07.054403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:07.054445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:07.054473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:07.054529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:07.110748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:07.111379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:07.111468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:07.111499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:07.228469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:07.228623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:07.228665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:07.228694] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:07.232029] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-17T20:24:07.232291] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-17T20:24:07.232438] [INFO ] [sig       ] HSY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:07.373473] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HSY.txt
[2025-12-17T20:24:07.373626] [INFO ] [sig       ] [1585/3576] Completed HSY in 0.3s | 2.92 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-17T20:24:07.373667] [INFO ] [sig       ] [1586/3576] Forecasting HTBK...
[2025-12-17T20:24:07.373696] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-17T20:24:07.373727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-17T20:24:07.384630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-17T20:24:07.384914] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-17T20:24:07.385670] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-17T20:24:07.385722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:07.385752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:07.385780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:07.385835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:07.441694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:07.442286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:07.442364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:07.442395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:07.560139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:07.560284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:07.560329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:07.560362] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:07.563766] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2025-12-17T20:24:07.564031] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-17T20:24:07.564156] [INFO ] [sig       ] HTBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:07.703044] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HTBK.txt
[2025-12-17T20:24:07.703160] [INFO ] [sig       ] [1586/3576] Completed HTBK in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-17T20:24:07.703198] [INFO ] [sig       ] [1587/3576] Forecasting HTD...
[2025-12-17T20:24:07.703227] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-17T20:24:07.703257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-17T20:24:07.714215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-17T20:24:07.714532] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-17T20:24:07.715282] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-17T20:24:07.715333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:07.715367] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:07.715393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:07.715448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:07.772157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:07.772778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:07.772854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:07.772886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:07.895950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:07.896101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:07.896139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:07.896168] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:07.899690] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-17T20:24:07.899962] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-17T20:24:07.900089] [INFO ] [sig       ] HTD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:08.035994] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HTD.txt
[2025-12-17T20:24:08.036116] [INFO ] [sig       ] [1587/3576] Completed HTD in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-17T20:24:08.036154] [INFO ] [sig       ] [1588/3576] Forecasting HTGC...
[2025-12-17T20:24:08.036183] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-17T20:24:08.036213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-17T20:24:08.047345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-17T20:24:08.047648] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-17T20:24:08.048464] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-17T20:24:08.048516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:08.048549] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:08.048601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:08.048669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:08.103468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:08.104091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:08.104166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:08.104197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:08.230379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:08.230539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:08.230595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:08.230627] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:08.233981] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-17T20:24:08.234246] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-17T20:24:08.234381] [INFO ] [sig       ] HTGC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:08.376119] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HTGC.txt
[2025-12-17T20:24:08.376270] [INFO ] [sig       ] [1588/3576] Completed HTGC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:08.376314] [INFO ] [sig       ] [1589/3576] Forecasting HTH...
[2025-12-17T20:24:08.376344] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-17T20:24:08.376375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-17T20:24:08.388685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-17T20:24:08.389036] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-17T20:24:08.389860] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-17T20:24:08.389912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:08.389943] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:08.389969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:08.390024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:08.446798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:08.447720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:08.447802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:08.447835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:08.571371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:08.571530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:08.571592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:08.571624] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:08.575437] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=15.43%)
[2025-12-17T20:24:08.575826] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-17T20:24:08.575971] [INFO ] [sig       ] HTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:08.729985] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HTH.txt
[2025-12-17T20:24:08.730134] [INFO ] [sig       ] [1589/3576] Completed HTH in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:08.730174] [INFO ] [sig       ] [1590/3576] Forecasting HTLD...
[2025-12-17T20:24:08.730203] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-17T20:24:08.730234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-17T20:24:08.742340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-17T20:24:08.742723] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-17T20:24:08.743520] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-17T20:24:08.743594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:08.743629] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:08.743657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:08.743713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:08.800784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:08.801655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:08.801738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:08.801773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:08.922070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:08.922218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:08.922258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:08.922285] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:08.925598] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-17T20:24:08.925866] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-17T20:24:08.926004] [INFO ] [sig       ] HTLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:09.072386] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HTLD.txt
[2025-12-17T20:24:09.072537] [INFO ] [sig       ] [1590/3576] Completed HTLD in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:09.072599] [INFO ] [sig       ] [1591/3576] Forecasting HTOO...
[2025-12-17T20:24:09.072630] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-17T20:24:09.072660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-17T20:24:09.084217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-17T20:24:09.084552] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-17T20:24:09.085331] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-17T20:24:09.085382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:09.085414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:09.085440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:09.085494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:09.142412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:09.143282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:09.143377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:09.143414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:09.258545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:09.258714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:09.258755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:09.258784] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:09.262231] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-17T20:24:09.262501] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-17T20:24:09.262646] [INFO ] [sig       ] HTOO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:09.407929] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HTOO.txt
[2025-12-17T20:24:09.408078] [INFO ] [sig       ] [1591/3576] Completed HTOO in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:09.408118] [INFO ] [sig       ] [1592/3576] Forecasting HTZ...
[2025-12-17T20:24:09.408148] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-17T20:24:09.408179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-17T20:24:09.420597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-17T20:24:09.421127] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-17T20:24:09.422087] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-17T20:24:09.422140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:09.422171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:09.422197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:09.422253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:09.481546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:09.482424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:09.482505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:09.482537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:09.608978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:09.609135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:09.609176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:09.609222] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:09.613055] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-17T20:24:09.613335] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-17T20:24:09.613487] [INFO ] [sig       ] HTZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:09.761318] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HTZ.txt
[2025-12-17T20:24:09.761441] [INFO ] [sig       ] [1592/3576] Completed HTZ in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:09.761479] [INFO ] [sig       ] [1593/3576] Forecasting HUBB...
[2025-12-17T20:24:09.761509] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-17T20:24:09.761538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-17T20:24:09.772813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-17T20:24:09.773098] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-17T20:24:09.773848] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-17T20:24:09.773900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:09.773937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:09.773963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:09.774017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:09.829601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:09.830329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:09.830409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:09.830440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:09.947681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:09.947834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:09.947874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:09.947902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:09.951214] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-17T20:24:09.951494] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-17T20:24:09.951640] [INFO ] [sig       ] HUBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:10.089104] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HUBB.txt
[2025-12-17T20:24:10.089247] [INFO ] [sig       ] [1593/3576] Completed HUBB in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:10.089285] [INFO ] [sig       ] [1594/3576] Forecasting HUBG...
[2025-12-17T20:24:10.089316] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-17T20:24:10.089346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-17T20:24:10.100772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-17T20:24:10.101077] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-17T20:24:10.101837] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-17T20:24:10.101887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:10.101917] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:10.101943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:10.101998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:10.159060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:10.160195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:10.160382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:10.160434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:10.283463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:10.283638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:10.283680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:10.283708] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:10.287224] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-17T20:24:10.287522] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-17T20:24:10.287707] [INFO ] [sig       ] HUBG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:10.432807] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HUBG.txt
[2025-12-17T20:24:10.432953] [INFO ] [sig       ] [1594/3576] Completed HUBG in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:10.432993] [INFO ] [sig       ] [1595/3576] Forecasting HUBS...
[2025-12-17T20:24:10.433028] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-17T20:24:10.433073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-17T20:24:10.444555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-17T20:24:10.444895] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-17T20:24:10.445826] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-17T20:24:10.445888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:10.445924] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:10.445951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:10.446008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:10.506426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:10.507417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:10.507542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:10.507604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:10.636836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:10.636988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:10.637029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:10.637059] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:10.640754] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-17T20:24:10.641032] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-17T20:24:10.641160] [INFO ] [sig       ] HUBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:10.791309] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HUBS.txt
[2025-12-17T20:24:10.791479] [INFO ] [sig       ] [1595/3576] Completed HUBS in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:10.791520] [INFO ] [sig       ] [1596/3576] Forecasting HUM...
[2025-12-17T20:24:10.791550] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-17T20:24:10.791625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-17T20:24:10.803511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-17T20:24:10.803914] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-17T20:24:10.804743] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-17T20:24:10.804796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:10.804841] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:10.804869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:10.804924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:10.893453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:10.894666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:10.894788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:10.894842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:11.051437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:11.051645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:11.051710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:11.051761] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:11.056906] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2025-12-17T20:24:11.057352] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-17T20:24:11.057544] [INFO ] [sig       ] HUM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:11.277335] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HUM.txt
[2025-12-17T20:24:11.277563] [INFO ] [sig       ] [1596/3576] Completed HUM in 0.5s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:11.277652] [INFO ] [sig       ] [1597/3576] Forecasting HUMA...
[2025-12-17T20:24:11.277706] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-17T20:24:11.277758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-17T20:24:11.295231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-17T20:24:11.295690] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-17T20:24:11.296563] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-17T20:24:11.296649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:11.296683] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:11.296710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:11.296767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:11.381775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:11.383090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:11.383217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:11.383272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:11.553224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:11.553411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:11.553462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:11.553499] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:11.558003] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-17T20:24:11.558460] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-17T20:24:11.558665] [INFO ] [sig       ] HUMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:11.768462] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HUMA.txt
[2025-12-17T20:24:11.768737] [INFO ] [sig       ] [1597/3576] Completed HUMA in 0.5s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:11.768801] [INFO ] [sig       ] [1598/3576] Forecasting HUN...
[2025-12-17T20:24:11.768846] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-17T20:24:11.768927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-17T20:24:11.786389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-17T20:24:11.786928] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-17T20:24:11.787998] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-17T20:24:11.788062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:11.788105] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:11.788144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:11.788227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:11.859894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:11.860865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:11.860956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:11.860990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:12.009313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:12.009514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:12.009614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:12.009665] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:12.014745] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-17T20:24:12.015160] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-17T20:24:12.015347] [INFO ] [sig       ] HUN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:12.163699] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HUN.txt
[2025-12-17T20:24:12.163841] [INFO ] [sig       ] [1598/3576] Completed HUN in 0.4s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:12.163880] [INFO ] [sig       ] [1599/3576] Forecasting HURC...
[2025-12-17T20:24:12.163909] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-17T20:24:12.163938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-17T20:24:12.175003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-17T20:24:12.175369] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-17T20:24:12.176157] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-17T20:24:12.176208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:12.176238] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:12.176264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:12.176318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:12.231967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:12.232872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:12.232957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:12.232989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:12.351267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:12.351423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:12.351464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:12.351494] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:12.354930] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-17T20:24:12.355214] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-17T20:24:12.355370] [INFO ] [sig       ] HURC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:12.509358] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HURC.txt
[2025-12-17T20:24:12.509507] [INFO ] [sig       ] [1599/3576] Completed HURC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:12.509554] [INFO ] [sig       ] [1600/3576] Forecasting HURN...
[2025-12-17T20:24:12.509616] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-17T20:24:12.509649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-17T20:24:12.522275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-17T20:24:12.522760] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-17T20:24:12.523758] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-17T20:24:12.523827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:12.523861] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:12.523888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:12.523946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:12.584595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:12.585540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:12.585675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:12.585710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:12.707310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:12.707480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:12.707522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:12.707551] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:12.711274] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-17T20:24:12.711622] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-17T20:24:12.711763] [INFO ] [sig       ] HURN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:12.855748] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HURN.txt
[2025-12-17T20:24:12.855907] [INFO ] [sig       ] [1600/3576] Completed HURN in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:12.855948] [INFO ] [sig       ] [1601/3576] Forecasting HUYA...
[2025-12-17T20:24:12.855977] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-17T20:24:12.856008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-17T20:24:12.868810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-17T20:24:12.869157] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-17T20:24:12.869905] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-17T20:24:12.869955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:12.870011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:12.870040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:12.870097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:12.926074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:12.926662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:12.926741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:12.926772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:13.049425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:13.049554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:13.049607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:13.049637] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:13.053170] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-17T20:24:13.053432] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-17T20:24:13.053551] [INFO ] [sig       ] HUYA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:13.191338] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HUYA.txt
[2025-12-17T20:24:13.191459] [INFO ] [sig       ] [1601/3576] Completed HUYA in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:13.191497] [INFO ] [sig       ] [1602/3576] Forecasting HWC...
[2025-12-17T20:24:13.191526] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-17T20:24:13.191556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-17T20:24:13.203958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-17T20:24:13.204382] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-17T20:24:13.205254] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-17T20:24:13.205309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:13.205341] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:13.205368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:13.205423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:13.263067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:13.264008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:13.264095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:13.264129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:13.383039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:13.383204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:13.383246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:13.383273] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:13.386716] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=95.45%)
[2025-12-17T20:24:13.386992] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-17T20:24:13.387114] [INFO ] [sig       ] HWC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:13.528660] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HWC.txt
[2025-12-17T20:24:13.528794] [INFO ] [sig       ] [1602/3576] Completed HWC in 0.3s | 2.92 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-17T20:24:13.528831] [INFO ] [sig       ] [1603/3576] Forecasting HWH...
[2025-12-17T20:24:13.528881] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-17T20:24:13.528918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-17T20:24:13.540293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-17T20:24:13.540701] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-17T20:24:13.541456] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-17T20:24:13.541511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:13.541542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:13.541567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:13.541650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:13.598504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:13.599557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:13.599712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:13.599747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:13.719328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:13.719492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:13.719531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:13.719594] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:13.722991] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-17T20:24:13.723267] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-17T20:24:13.723392] [INFO ] [sig       ] HWH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:13.860937] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HWH.txt
[2025-12-17T20:24:13.861079] [INFO ] [sig       ] [1603/3576] Completed HWH in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-17T20:24:13.861118] [INFO ] [sig       ] [1604/3576] Forecasting HWKN...
[2025-12-17T20:24:13.861147] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-17T20:24:13.861179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-17T20:24:13.876037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-17T20:24:13.876367] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-17T20:24:13.877134] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-17T20:24:13.877185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:13.877215] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:13.877240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:13.877296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:13.932616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:13.933412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:13.933497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:13.933531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:14.051871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:14.052029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:14.052068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:14.052132] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:14.055491] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-17T20:24:14.055784] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-17T20:24:14.055909] [INFO ] [sig       ] HWKN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:14.195165] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HWKN.txt
[2025-12-17T20:24:14.195316] [INFO ] [sig       ] [1604/3576] Completed HWKN in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-17T20:24:14.195360] [INFO ] [sig       ] [1605/3576] Forecasting HWM...
[2025-12-17T20:24:14.195392] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-17T20:24:14.195426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-17T20:24:14.208013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-17T20:24:14.208390] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-17T20:24:14.209273] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-17T20:24:14.209326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:14.209358] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:14.209384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:14.209440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:14.265229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:14.266048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:14.266130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:14.266162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:14.395938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:14.396115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:14.396173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:14.396215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:14.400937] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-17T20:24:14.401297] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-17T20:24:14.401463] [INFO ] [sig       ] HWM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:14.549404] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HWM.txt
[2025-12-17T20:24:14.549601] [INFO ] [sig       ] [1605/3576] Completed HWM in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-17T20:24:14.549653] [INFO ] [sig       ] [1606/3576] Forecasting HXL...
[2025-12-17T20:24:14.549686] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-17T20:24:14.549718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-17T20:24:14.562314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-17T20:24:14.562721] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-17T20:24:14.563636] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-17T20:24:14.563688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:14.563725] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:14.563763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:14.563837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:14.628160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:14.629122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:14.629215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:14.629248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:14.758313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:14.758473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:14.758517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:14.758544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:14.762008] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-17T20:24:14.762293] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-17T20:24:14.762423] [INFO ] [sig       ] HXL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:14.904308] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HXL.txt
[2025-12-17T20:24:14.904513] [INFO ] [sig       ] [1606/3576] Completed HXL in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-17T20:24:14.904560] [INFO ] [sig       ] [1607/3576] Forecasting HY...
[2025-12-17T20:24:14.904618] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-17T20:24:14.904657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-17T20:24:14.920408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-17T20:24:14.920860] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-17T20:24:14.921858] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-17T20:24:14.921909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:14.921940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:14.922154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:14.922222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:14.986200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:14.987113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:14.987205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:14.987239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:15.109898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:15.110052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:15.110092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:15.110121] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:15.113482] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-17T20:24:15.113768] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-17T20:24:15.113894] [INFO ] [sig       ] HY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:15.268193] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HY.txt
[2025-12-17T20:24:15.268347] [INFO ] [sig       ] [1607/3576] Completed HY in 0.4s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:15.268387] [INFO ] [sig       ] [1608/3576] Forecasting HYFM...
[2025-12-17T20:24:15.268416] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-17T20:24:15.268447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-17T20:24:15.279797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-17T20:24:15.280167] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-17T20:24:15.280966] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-17T20:24:15.281030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:15.281070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:15.281103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:15.281172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:15.338151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:15.339062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:15.339150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:15.339183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:15.454143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:15.454294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:15.454334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:15.454370] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:15.457757] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-17T20:24:15.458040] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-17T20:24:15.458168] [INFO ] [sig       ] HYFM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:15.609927] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HYFM.txt
[2025-12-17T20:24:15.610063] [INFO ] [sig       ] [1608/3576] Completed HYFM in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:15.610102] [INFO ] [sig       ] [1609/3576] Forecasting HYI...
[2025-12-17T20:24:15.610131] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-17T20:24:15.610160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-17T20:24:15.621454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-17T20:24:15.621811] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-17T20:24:15.622615] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-17T20:24:15.622681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:15.622727] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:15.622757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:15.622826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:15.681565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:15.682332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:15.682413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:15.682447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:15.801415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:15.801565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:15.801628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:15.801657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:15.805081] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-17T20:24:15.805352] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-17T20:24:15.805476] [INFO ] [sig       ] HYI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:15.954018] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HYI.txt
[2025-12-17T20:24:15.954150] [INFO ] [sig       ] [1609/3576] Completed HYI in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:15.954187] [INFO ] [sig       ] [1610/3576] Forecasting HYLS...
[2025-12-17T20:24:15.954217] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-17T20:24:15.954246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-17T20:24:15.965454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-17T20:24:15.965817] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-17T20:24:15.966625] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-17T20:24:15.966678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:15.966711] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:15.966739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:15.966796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:16.024800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:16.025772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:16.025869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:16.025916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:16.145956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:16.146114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:16.146154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:16.146183] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:16.149602] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=62.29%)
[2025-12-17T20:24:16.149876] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-17T20:24:16.150003] [INFO ] [sig       ] HYLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:16.288919] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HYLS.txt
[2025-12-17T20:24:16.289050] [INFO ] [sig       ] [1610/3576] Completed HYLS in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:16.289089] [INFO ] [sig       ] [1611/3576] Forecasting HYMC...
[2025-12-17T20:24:16.289119] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-17T20:24:16.289147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-17T20:24:16.304353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-17T20:24:16.304709] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-17T20:24:16.305454] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-17T20:24:16.305504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:16.305535] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:16.305561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:16.305635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:16.361948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:16.362985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:16.363109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:16.363143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:16.491851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:16.492003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:16.492043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:16.492071] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:16.495471] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-17T20:24:16.495794] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-17T20:24:16.495927] [INFO ] [sig       ] HYMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:16.636831] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/HYMC.txt
[2025-12-17T20:24:16.636960] [INFO ] [sig       ] [1611/3576] Completed HYMC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:16.636998] [INFO ] [sig       ] [1612/3576] Forecasting HYXF...
[2025-12-17T20:24:16.637028] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-17T20:24:16.637058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-17T20:24:16.648950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-17T20:24:16.649307] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-17T20:24:16.650113] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-17T20:24:16.650165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:16.650196] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:16.650221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:16.650276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:16.706564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:16.707235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:16.707315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:16.707348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:16.815992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:16.816148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:16.816190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:16.816221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:16.819706] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-17T20:24:16.819977] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-17T20:24:16.820108] [INFO ] [sig       ] HYXF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:16.956708] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HYXF.txt
[2025-12-17T20:24:16.956859] [INFO ] [sig       ] [1612/3576] Completed HYXF in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:16.956905] [INFO ] [sig       ] [1613/3576] Forecasting HYZD...
[2025-12-17T20:24:16.956936] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-17T20:24:16.956966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-17T20:24:16.967929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-17T20:24:16.968246] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-17T20:24:16.969028] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-17T20:24:16.969078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:16.969108] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:16.969134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:16.969187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:17.023885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:17.024517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:17.024612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:17.024648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:17.142522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:17.142681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:17.142721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:17.142749] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:17.146081] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-17T20:24:17.146345] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-17T20:24:17.146466] [INFO ] [sig       ] HYZD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:17.284780] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HYZD.txt
[2025-12-17T20:24:17.284897] [INFO ] [sig       ] [1613/3576] Completed HYZD in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:17.284935] [INFO ] [sig       ] [1614/3576] Forecasting HZO...
[2025-12-17T20:24:17.284965] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-17T20:24:17.284995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-17T20:24:17.296196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-17T20:24:17.296474] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-17T20:24:17.297242] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-17T20:24:17.297293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:17.297324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:17.297351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:17.297407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:17.352536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:17.353177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:17.353255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:17.353288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:17.473298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:17.473450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:17.473491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:17.473521] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:17.476942] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-17T20:24:17.477235] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-17T20:24:17.477364] [INFO ] [sig       ] HZO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:17.619537] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/HZO.txt
[2025-12-17T20:24:17.619727] [INFO ] [sig       ] [1614/3576] Completed HZO in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:17.619765] [INFO ] [sig       ] [1615/3576] Forecasting IAC...
[2025-12-17T20:24:17.619795] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-17T20:24:17.619827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-17T20:24:17.631408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-17T20:24:17.631757] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-17T20:24:17.632497] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-17T20:24:17.632547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:17.632599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:17.632629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:17.632685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:17.688273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:17.689026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:17.689104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:17.689136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:17.812997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:17.813154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:17.813194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:17.813223] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:17.816594] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-17T20:24:17.816864] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-17T20:24:17.816988] [INFO ] [sig       ] IAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:17.955384] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IAC.txt
[2025-12-17T20:24:17.955512] [INFO ] [sig       ] [1615/3576] Completed IAC in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:17.955549] [INFO ] [sig       ] [1616/3576] Forecasting IAE...
[2025-12-17T20:24:17.955595] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-17T20:24:17.955629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-17T20:24:17.966917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-17T20:24:17.967220] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-17T20:24:17.968016] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-17T20:24:17.968068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:17.968098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:17.968125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:17.968179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:18.026551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:18.027234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:18.027312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:18.027344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:18.139349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:18.139494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:18.139549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:18.139595] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:18.142989] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-17T20:24:18.143258] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-17T20:24:18.143382] [INFO ] [sig       ] IAE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:18.282627] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IAE.txt
[2025-12-17T20:24:18.282773] [INFO ] [sig       ] [1616/3576] Completed IAE in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:18.282811] [INFO ] [sig       ] [1617/3576] Forecasting IAG...
[2025-12-17T20:24:18.282841] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-17T20:24:18.282871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-17T20:24:18.294208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-17T20:24:18.294525] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-17T20:24:18.295319] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-17T20:24:18.295368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:18.295399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:18.295425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:18.295480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:18.353253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:18.353959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:18.354039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:18.354071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:18.476930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:18.477084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:18.477125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:18.477153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:18.480537] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-17T20:24:18.480824] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-17T20:24:18.480950] [INFO ] [sig       ] IAG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:18.619471] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IAG.txt
[2025-12-17T20:24:18.619631] [INFO ] [sig       ] [1617/3576] Completed IAG in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:18.619679] [INFO ] [sig       ] [1618/3576] Forecasting IAS...
[2025-12-17T20:24:18.619716] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-17T20:24:18.619751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-17T20:24:18.631786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-17T20:24:18.632130] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-17T20:24:18.632900] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-17T20:24:18.632950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:18.633008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:18.633035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:18.633091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:18.690324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:18.691176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:18.691260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:18.691292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:18.811241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:18.811377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:18.811414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:18.811442] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:18.814686] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-17T20:24:18.814953] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-17T20:24:18.815074] [INFO ] [sig       ] IAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:18.969535] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IAS.txt
[2025-12-17T20:24:18.969720] [INFO ] [sig       ] [1618/3576] Completed IAS in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:18.969762] [INFO ] [sig       ] [1619/3576] Forecasting IBB...
[2025-12-17T20:24:18.969793] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-17T20:24:18.969825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-17T20:24:18.982386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-17T20:24:18.982765] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-17T20:24:18.983614] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-17T20:24:18.983669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:18.983702] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:18.983731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:18.983788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:19.043965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:19.044868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:19.044955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:19.044989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:19.173746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:19.173903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:19.173943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:19.173972] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:19.177315] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2025-12-17T20:24:19.177601] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-17T20:24:19.177728] [INFO ] [sig       ] IBB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:19.313190] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBB.txt
[2025-12-17T20:24:19.313326] [INFO ] [sig       ] [1619/3576] Completed IBB in 0.3s | 2.92 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-17T20:24:19.313363] [INFO ] [sig       ] [1620/3576] Forecasting IBBQ...
[2025-12-17T20:24:19.313391] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-17T20:24:19.313420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-17T20:24:19.324307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-17T20:24:19.324662] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-17T20:24:19.325401] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-17T20:24:19.325451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:19.325494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:19.325521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:19.325604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:19.379977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:19.380745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:19.380823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:19.380854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:19.489090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:19.489247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:19.489287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:19.489314] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:19.492800] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-17T20:24:19.493072] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-17T20:24:19.493198] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:19.632323] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBBQ.txt
[2025-12-17T20:24:19.632465] [INFO ] [sig       ] [1620/3576] Completed IBBQ in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-17T20:24:19.632503] [INFO ] [sig       ] [1621/3576] Forecasting IBCP...
[2025-12-17T20:24:19.632532] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-17T20:24:19.632564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-17T20:24:19.643915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-17T20:24:19.644267] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-17T20:24:19.645095] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-17T20:24:19.645145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:19.645176] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:19.645202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:19.645257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:19.700735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:19.701511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:19.701615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:19.701651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:19.822222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:19.822381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:19.822422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:19.822489] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:19.826354] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-17T20:24:19.826678] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-17T20:24:19.826813] [INFO ] [sig       ] IBCP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:19.970309] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBCP.txt
[2025-12-17T20:24:19.970456] [INFO ] [sig       ] [1621/3576] Completed IBCP in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-17T20:24:19.970496] [INFO ] [sig       ] [1622/3576] Forecasting IBEX...
[2025-12-17T20:24:19.970525] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-17T20:24:19.970558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-17T20:24:19.982507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-17T20:24:19.982913] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-17T20:24:19.983824] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-17T20:24:19.983877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:19.983909] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:19.983939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:19.984019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:20.039839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:20.040689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:20.040772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:20.040806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:20.172201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:20.172367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:20.172413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:20.172446] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:20.176007] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-17T20:24:20.176338] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-17T20:24:20.176478] [INFO ] [sig       ] IBEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:20.323898] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBEX.txt
[2025-12-17T20:24:20.324064] [INFO ] [sig       ] [1622/3576] Completed IBEX in 0.4s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-17T20:24:20.324105] [INFO ] [sig       ] [1623/3576] Forecasting IBM...
[2025-12-17T20:24:20.324135] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-17T20:24:20.324168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-17T20:24:20.336836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-17T20:24:20.337217] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-17T20:24:20.338105] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-17T20:24:20.338158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:20.338189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:20.338216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:20.338273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:20.398910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:20.399833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:20.399962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:20.399996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:20.531918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:20.532075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:20.532115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:20.532143] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:20.535759] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-17T20:24:20.536031] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-17T20:24:20.536163] [INFO ] [sig       ] IBM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:20.687527] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBM.txt
[2025-12-17T20:24:20.687726] [INFO ] [sig       ] [1623/3576] Completed IBM in 0.4s | 2.92 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-17T20:24:20.687780] [INFO ] [sig       ] [1624/3576] Forecasting IBN...
[2025-12-17T20:24:20.687829] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-17T20:24:20.687870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-17T20:24:20.699996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-17T20:24:20.700333] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-17T20:24:20.701185] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-17T20:24:20.701238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:20.701270] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:20.701295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:20.701351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:20.759989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:20.760920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:20.761185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:20.761217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:20.883585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:20.883693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:20.883730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:20.883759] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:20.886927] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=82.38%)
[2025-12-17T20:24:20.887193] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-17T20:24:20.887317] [INFO ] [sig       ] IBN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:21.025584] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBN.txt
[2025-12-17T20:24:21.025692] [INFO ] [sig       ] [1624/3576] Completed IBN in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:21.025729] [INFO ] [sig       ] [1625/3576] Forecasting IBOC...
[2025-12-17T20:24:21.025757] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-17T20:24:21.025787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-17T20:24:21.036632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-17T20:24:21.036894] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-17T20:24:21.037643] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-17T20:24:21.037694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:21.037725] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:21.037751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:21.037806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:21.092515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:21.093180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:21.093261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:21.093292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:21.207437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:21.207605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:21.207646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:21.207674] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:21.211086] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-17T20:24:21.211373] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-17T20:24:21.211502] [INFO ] [sig       ] IBOC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:21.348784] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBOC.txt
[2025-12-17T20:24:21.348924] [INFO ] [sig       ] [1625/3576] Completed IBOC in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:21.348963] [INFO ] [sig       ] [1626/3576] Forecasting IBP...
[2025-12-17T20:24:21.348991] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-17T20:24:21.349021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-17T20:24:21.360126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-17T20:24:21.360437] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-17T20:24:21.361205] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-17T20:24:21.361255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:21.361286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:21.361312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:21.361367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:21.417749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:21.418459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:21.418536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:21.418568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:21.544050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:21.544200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:21.544239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:21.544267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:21.547594] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-17T20:24:21.547890] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-17T20:24:21.548013] [INFO ] [sig       ] IBP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:21.685719] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBP.txt
[2025-12-17T20:24:21.685867] [INFO ] [sig       ] [1626/3576] Completed IBP in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:21.685904] [INFO ] [sig       ] [1627/3576] Forecasting IBRX...
[2025-12-17T20:24:21.685933] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-17T20:24:21.685962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-17T20:24:21.697375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-17T20:24:21.697699] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-17T20:24:21.698433] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-17T20:24:21.698483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:21.698513] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:21.698538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:21.698611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:21.754378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:21.755200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:21.755281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:21.755313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:21.874971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:21.875126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:21.875165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:21.875209] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:21.878490] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-12-17T20:24:21.878810] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-17T20:24:21.878957] [INFO ] [sig       ] IBRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:22.015600] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBRX.txt
[2025-12-17T20:24:22.015747] [INFO ] [sig       ] [1627/3576] Completed IBRX in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:22.015793] [INFO ] [sig       ] [1628/3576] Forecasting IBTG...
[2025-12-17T20:24:22.015827] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-17T20:24:22.015858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-17T20:24:22.027121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-17T20:24:22.027427] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-17T20:24:22.028180] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-17T20:24:22.028230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:22.028260] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:22.028286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:22.028342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:22.083052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:22.083671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:22.083775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:22.083808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:22.199708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:22.199857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:22.199897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:22.199925] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:22.203199] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-17T20:24:22.203464] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-17T20:24:22.203606] [INFO ] [sig       ] IBTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:22.346412] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBTG.txt
[2025-12-17T20:24:22.346593] [INFO ] [sig       ] [1628/3576] Completed IBTG in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:22.346646] [INFO ] [sig       ] [1629/3576] Forecasting IBTH...
[2025-12-17T20:24:22.346680] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-17T20:24:22.346712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-17T20:24:22.358243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-17T20:24:22.358566] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-17T20:24:22.359443] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-17T20:24:22.359497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:22.359529] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:22.359557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:22.359646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:22.418283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:22.419047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:22.419129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:22.419182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:22.544004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:22.544171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:22.544211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:22.544239] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:22.547546] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-17T20:24:22.547856] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-17T20:24:22.547981] [INFO ] [sig       ] IBTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:22.685497] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBTH.txt
[2025-12-17T20:24:22.685642] [INFO ] [sig       ] [1629/3576] Completed IBTH in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:22.685682] [INFO ] [sig       ] [1630/3576] Forecasting IBTI...
[2025-12-17T20:24:22.685712] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-17T20:24:22.685743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-17T20:24:22.696778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-17T20:24:22.697074] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-17T20:24:22.697844] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-17T20:24:22.697895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:22.697926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:22.697953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:22.698007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:22.754004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:22.754655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:22.754732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:22.754764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:22.873031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:22.873141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:22.873178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:22.873206] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:22.876345] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-17T20:24:22.876621] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-17T20:24:22.876762] [INFO ] [sig       ] IBTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:23.013973] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBTI.txt
[2025-12-17T20:24:23.014082] [INFO ] [sig       ] [1630/3576] Completed IBTI in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:23.014119] [INFO ] [sig       ] [1631/3576] Forecasting IBTJ...
[2025-12-17T20:24:23.014148] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-17T20:24:23.014177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-17T20:24:23.025336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-17T20:24:23.025629] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-17T20:24:23.026532] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-17T20:24:23.026599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:23.026632] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:23.026668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:23.026724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:23.081237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:23.081851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:23.081928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:23.081959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:23.203136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:23.203252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:23.203289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:23.203317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:23.206494] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-17T20:24:23.206769] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-17T20:24:23.206891] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:23.345856] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBTJ.txt
[2025-12-17T20:24:23.345979] [INFO ] [sig       ] [1631/3576] Completed IBTJ in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:23.346017] [INFO ] [sig       ] [1632/3576] Forecasting IBTK...
[2025-12-17T20:24:23.346047] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-17T20:24:23.346076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-17T20:24:23.356912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-17T20:24:23.357183] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-17T20:24:23.357920] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-17T20:24:23.357970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:23.358001] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:23.358028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:23.358082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:23.413102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:23.413708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:23.413785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:23.413816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:23.534187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:23.534277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:23.534311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:23.534339] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:23.537423] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-17T20:24:23.537698] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-17T20:24:23.537821] [INFO ] [sig       ] IBTK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:23.676033] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBTK.txt
[2025-12-17T20:24:23.676141] [INFO ] [sig       ] [1632/3576] Completed IBTK in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:23.676177] [INFO ] [sig       ] [1633/3576] Forecasting IBTL...
[2025-12-17T20:24:23.676208] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-17T20:24:23.676237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-17T20:24:23.687351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-17T20:24:23.687649] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-17T20:24:23.688392] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-17T20:24:23.688442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:23.688473] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:23.688500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:23.688554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:23.744865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:23.745441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:23.745519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:23.745552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:23.863870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:23.863963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:23.863997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:23.864024] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:23.867098] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-17T20:24:23.867354] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-17T20:24:23.867470] [INFO ] [sig       ] IBTL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:24.005594] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IBTL.txt
[2025-12-17T20:24:24.005702] [INFO ] [sig       ] [1633/3576] Completed IBTL in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:24.005746] [INFO ] [sig       ] [1634/3576] Forecasting IBTM...
[2025-12-17T20:24:24.005780] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-17T20:24:24.005817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-17T20:24:24.016984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-17T20:24:24.017247] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-17T20:24:24.017995] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-17T20:24:24.018045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:24.018078] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:24.018104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:24.018163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:24.073478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:24.074059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:24.074137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:24.074168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:24.191374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:24.191461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:24.191495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:24.191523] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:24.194512] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-17T20:24:24.194782] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-17T20:24:24.194905] [INFO ] [sig       ] IBTM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:24.333447] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBTM.txt
[2025-12-17T20:24:24.333586] [INFO ] [sig       ] [1634/3576] Completed IBTM in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:24.333626] [INFO ] [sig       ] [1635/3576] Forecasting IBTO...
[2025-12-17T20:24:24.333655] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-17T20:24:24.333690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-17T20:24:24.344711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-17T20:24:24.345006] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-17T20:24:24.345777] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-17T20:24:24.345827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:24.345883] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:24.345911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:24.345966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:24.402278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:24.402870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:24.402947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:24.402978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:24.524401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:24.524498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:24.524536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:24.524564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:24.527709] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=27.83%)
[2025-12-17T20:24:24.528009] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-17T20:24:24.528127] [INFO ] [sig       ] IBTO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:24.665427] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IBTO.txt
[2025-12-17T20:24:24.665529] [INFO ] [sig       ] [1635/3576] Completed IBTO in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:24.665566] [INFO ] [sig       ] [1636/3576] Forecasting ICE...
[2025-12-17T20:24:24.665614] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-17T20:24:24.665644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-17T20:24:24.677331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-17T20:24:24.677619] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-17T20:24:24.678355] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-17T20:24:24.678406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:24.678437] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:24.678463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:24.678518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:24.737855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:24.738460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:24.738536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:24.738567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:24.857911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:24.858046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:24.858084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:24.858112] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:24.861639] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-17T20:24:24.861912] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-17T20:24:24.862224] [INFO ] [sig       ] ICE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:25.001239] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ICE.txt
[2025-12-17T20:24:25.001371] [INFO ] [sig       ] [1636/3576] Completed ICE in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:25.001409] [INFO ] [sig       ] [1637/3576] Forecasting ICFI...
[2025-12-17T20:24:25.001439] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-17T20:24:25.001469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-17T20:24:25.012871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-17T20:24:25.013177] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-17T20:24:25.013976] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-17T20:24:25.014037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:25.014076] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:25.014103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:25.014160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:25.069770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:25.070422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:25.070502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:25.070534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:25.193765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:25.193911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:25.193948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:25.193975] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:25.197254] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-12-17T20:24:25.197516] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-17T20:24:25.197656] [INFO ] [sig       ] ICFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:25.339857] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ICFI.txt
[2025-12-17T20:24:25.340028] [INFO ] [sig       ] [1637/3576] Completed ICFI in 0.3s | 2.92 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-17T20:24:25.340066] [INFO ] [sig       ] [1638/3576] Forecasting ICL...
[2025-12-17T20:24:25.340096] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-17T20:24:25.340127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-17T20:24:25.351370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-17T20:24:25.351765] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-17T20:24:25.352506] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-17T20:24:25.352560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:25.352615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:25.352643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:25.352698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:25.407992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:25.408797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:25.408899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:25.408937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:25.531921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:25.532075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:25.532115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:25.532178] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:25.535600] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-17T20:24:25.535885] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-17T20:24:25.536014] [INFO ] [sig       ] ICL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:25.675512] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ICL.txt
[2025-12-17T20:24:25.675657] [INFO ] [sig       ] [1638/3576] Completed ICL in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-17T20:24:25.675696] [INFO ] [sig       ] [1639/3576] Forecasting ICLN...
[2025-12-17T20:24:25.675725] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-17T20:24:25.675755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-17T20:24:25.687168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-17T20:24:25.687459] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-17T20:24:25.688245] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-17T20:24:25.688296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:25.688327] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:25.688354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:25.688409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:25.744026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:25.744875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:25.744954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:25.744985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:25.868648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:25.868807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:25.868847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:25.868906] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:25.872354] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-17T20:24:25.872674] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-17T20:24:25.872810] [INFO ] [sig       ] ICLN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:26.016752] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ICLN.txt
[2025-12-17T20:24:26.016913] [INFO ] [sig       ] [1639/3576] Completed ICLN in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-17T20:24:26.016956] [INFO ] [sig       ] [1640/3576] Forecasting ICMB...
[2025-12-17T20:24:26.016987] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-17T20:24:26.017017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-17T20:24:26.027777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-17T20:24:26.028037] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-17T20:24:26.028799] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-17T20:24:26.028881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:26.028920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:26.028949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:26.029005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:26.085365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:26.086227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:26.086315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:26.086349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:26.197083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:26.197233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:26.197273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:26.197301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:26.200705] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-17T20:24:26.200985] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-17T20:24:26.201110] [INFO ] [sig       ] ICMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:26.354895] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ICMB.txt
[2025-12-17T20:24:26.355048] [INFO ] [sig       ] [1640/3576] Completed ICMB in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-17T20:24:26.355087] [INFO ] [sig       ] [1641/3576] Forecasting ICOP...
[2025-12-17T20:24:26.355118] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-17T20:24:26.355150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-17T20:24:26.366633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-17T20:24:26.366992] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-17T20:24:26.367800] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-17T20:24:26.367862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:26.367908] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:26.367948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:26.368019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:26.427561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:26.428320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:26.428421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:26.428455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:26.549427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:26.549595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:26.549636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:26.549666] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:26.553337] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2025-12-17T20:24:26.553669] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-17T20:24:26.553806] [INFO ] [sig       ] ICOP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:26.697802] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ICOP.txt
[2025-12-17T20:24:26.697939] [INFO ] [sig       ] [1641/3576] Completed ICOP in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:26.697977] [INFO ] [sig       ] [1642/3576] Forecasting ICUI...
[2025-12-17T20:24:26.698006] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-17T20:24:26.698037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-17T20:24:26.709453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-17T20:24:26.709771] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-17T20:24:26.710521] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-17T20:24:26.710595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:26.710629] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:26.710656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:26.710723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:26.766481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:26.767261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:26.767344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:26.767378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:26.891227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:26.891391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:26.891432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:26.891460] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:26.895003] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-17T20:24:26.895328] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-17T20:24:26.895464] [INFO ] [sig       ] ICUI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:27.035519] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ICUI.txt
[2025-12-17T20:24:27.035688] [INFO ] [sig       ] [1642/3576] Completed ICUI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:27.035729] [INFO ] [sig       ] [1643/3576] Forecasting IDA...
[2025-12-17T20:24:27.035760] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-17T20:24:27.035790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-17T20:24:27.047492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-17T20:24:27.047831] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-17T20:24:27.048642] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-17T20:24:27.048694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:27.048726] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:27.048752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:27.048806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:27.105020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:27.105903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:27.105986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:27.106019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:27.226379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:27.226540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:27.226598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:27.226628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:27.230198] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-12-17T20:24:27.230476] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-17T20:24:27.230627] [INFO ] [sig       ] IDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:27.374748] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IDA.txt
[2025-12-17T20:24:27.374904] [INFO ] [sig       ] [1643/3576] Completed IDA in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:27.374943] [INFO ] [sig       ] [1644/3576] Forecasting IDAI...
[2025-12-17T20:24:27.374973] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-17T20:24:27.375003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-17T20:24:27.386706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-17T20:24:27.386999] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-17T20:24:27.387787] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-17T20:24:27.387861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:27.387901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:27.387933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:27.388008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:27.447536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:27.448434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:27.448520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:27.448552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:27.573946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:27.574103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:27.574144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:27.574171] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:27.577591] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-17T20:24:27.577883] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-17T20:24:27.578024] [INFO ] [sig       ] IDAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:27.722660] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IDAI.txt
[2025-12-17T20:24:27.722822] [INFO ] [sig       ] [1644/3576] Completed IDAI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:27.722863] [INFO ] [sig       ] [1645/3576] Forecasting IDCC...
[2025-12-17T20:24:27.722895] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-17T20:24:27.722925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-17T20:24:27.734922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-17T20:24:27.735308] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-17T20:24:27.736147] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-17T20:24:27.736201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:27.736233] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:27.736262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:27.736318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:27.793919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:27.794847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:27.794966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:27.795000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:27.917495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:27.917668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:27.917710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:27.917738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:27.921096] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-17T20:24:27.921367] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-17T20:24:27.921491] [INFO ] [sig       ] IDCC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:28.061092] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IDCC.txt
[2025-12-17T20:24:28.061218] [INFO ] [sig       ] [1645/3576] Completed IDCC in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:28.061256] [INFO ] [sig       ] [1646/3576] Forecasting IDE...
[2025-12-17T20:24:28.061284] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-17T20:24:28.061314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-17T20:24:28.072711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-17T20:24:28.072985] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-17T20:24:28.073743] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-17T20:24:28.073793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:28.073824] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:28.073853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:28.073910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:28.129255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:28.129877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:28.129953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:28.129987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:28.246888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:28.247023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:28.247063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:28.247093] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:28.250389] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-17T20:24:28.250676] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-17T20:24:28.250803] [INFO ] [sig       ] IDE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:28.388813] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IDE.txt
[2025-12-17T20:24:28.388944] [INFO ] [sig       ] [1646/3576] Completed IDE in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:28.388982] [INFO ] [sig       ] [1647/3576] Forecasting IDN...
[2025-12-17T20:24:28.389011] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-17T20:24:28.389040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-17T20:24:28.400171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-17T20:24:28.400430] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-17T20:24:28.401198] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-17T20:24:28.401248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:28.401278] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:28.401304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:28.401358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:28.457444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:28.458095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:28.458170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:28.458202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:28.573150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:28.573290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:28.573327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:28.573355] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:28.576628] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-17T20:24:28.576920] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-17T20:24:28.577054] [INFO ] [sig       ] IDN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:28.723385] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IDN.txt
[2025-12-17T20:24:28.723541] [INFO ] [sig       ] [1647/3576] Completed IDN in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:28.723603] [INFO ] [sig       ] [1648/3576] Forecasting IDXX...
[2025-12-17T20:24:28.723636] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-17T20:24:28.723667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-17T20:24:28.735317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-17T20:24:28.735665] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-17T20:24:28.736473] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-17T20:24:28.736526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:28.736558] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:28.736613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:28.736676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:28.792551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:28.793182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:28.793255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:28.793287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:28.912009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:28.912141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:28.912180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:28.912208] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:28.915427] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=40.67%)
[2025-12-17T20:24:28.915726] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-17T20:24:28.915855] [INFO ] [sig       ] IDXX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:29.052657] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IDXX.txt
[2025-12-17T20:24:29.052837] [INFO ] [sig       ] [1648/3576] Completed IDXX in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:29.052891] [INFO ] [sig       ] [1649/3576] Forecasting IDYA...
[2025-12-17T20:24:29.052933] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-17T20:24:29.052975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-17T20:24:29.064602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-17T20:24:29.064930] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-17T20:24:29.065744] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-17T20:24:29.065796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:29.065829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:29.065856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:29.065913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:29.122488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:29.123117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:29.123193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:29.123225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:29.241537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:29.241701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:29.241743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:29.241775] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:29.245093] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-17T20:24:29.245380] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-17T20:24:29.245506] [INFO ] [sig       ] IDYA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:29.386329] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IDYA.txt
[2025-12-17T20:24:29.386460] [INFO ] [sig       ] [1649/3576] Completed IDYA in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:29.386497] [INFO ] [sig       ] [1650/3576] Forecasting IEF...
[2025-12-17T20:24:29.386527] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-17T20:24:29.386558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-17T20:24:29.397859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-17T20:24:29.398169] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-17T20:24:29.398950] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-17T20:24:29.399000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:29.399031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:29.399058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:29.399114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:29.454274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:29.455016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:29.455098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:29.455130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:29.578478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:29.578654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:29.578700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:29.578729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:29.582256] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=46.45%)
[2025-12-17T20:24:29.582535] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-17T20:24:29.582689] [INFO ] [sig       ] IEF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:29.725849] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IEF.txt
[2025-12-17T20:24:29.726004] [INFO ] [sig       ] [1650/3576] Completed IEF in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:29.726044] [INFO ] [sig       ] [1651/3576] Forecasting IEI...
[2025-12-17T20:24:29.726074] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-17T20:24:29.726104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-17T20:24:29.738325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-17T20:24:29.738748] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-17T20:24:29.739616] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-17T20:24:29.739673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:29.739706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:29.739733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:29.739790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:29.797927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:29.798810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:29.798919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:29.798954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:29.920148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:29.920298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:29.920354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:29.920384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:29.923691] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=23.94%)
[2025-12-17T20:24:29.923954] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-17T20:24:29.924074] [INFO ] [sig       ] IEI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:30.061020] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IEI.txt
[2025-12-17T20:24:30.061142] [INFO ] [sig       ] [1651/3576] Completed IEI in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:30.061179] [INFO ] [sig       ] [1652/3576] Forecasting IEP...
[2025-12-17T20:24:30.061208] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-17T20:24:30.061237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-17T20:24:30.071950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-17T20:24:30.072225] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-17T20:24:30.072977] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-17T20:24:30.073027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:30.073083] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:30.073116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:30.073190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:30.131636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:30.132258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:30.132336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:30.132369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:30.252105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:30.252231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:30.252267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:30.252294] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:30.255516] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-17T20:24:30.255815] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-17T20:24:30.255936] [INFO ] [sig       ] IEP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:30.394700] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IEP.txt
[2025-12-17T20:24:30.394814] [INFO ] [sig       ] [1652/3576] Completed IEP in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:30.394852] [INFO ] [sig       ] [1653/3576] Forecasting IESC...
[2025-12-17T20:24:30.394881] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-17T20:24:30.394914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-17T20:24:30.406465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-17T20:24:30.406794] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-17T20:24:30.407605] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-17T20:24:30.407658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:30.407689] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:30.407717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:30.407774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:30.465311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:30.465954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:30.466032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:30.466065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:30.585700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:30.585844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:30.585885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:30.585912] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:30.589202] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-17T20:24:30.589464] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-17T20:24:30.589601] [INFO ] [sig       ] IESC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:30.729359] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IESC.txt
[2025-12-17T20:24:30.729483] [INFO ] [sig       ] [1653/3576] Completed IESC in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:30.729521] [INFO ] [sig       ] [1654/3576] Forecasting IEX...
[2025-12-17T20:24:30.729550] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-17T20:24:30.729597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-17T20:24:30.740995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-17T20:24:30.741262] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-17T20:24:30.742048] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-17T20:24:30.742100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:30.742132] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:30.742160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:30.742217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:30.798948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:30.799595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:30.799673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:30.799705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:30.917468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:30.917619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:30.917657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:30.917684] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:30.921032] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-17T20:24:30.921304] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-17T20:24:30.921422] [INFO ] [sig       ] IEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:31.058250] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IEX.txt
[2025-12-17T20:24:31.058366] [INFO ] [sig       ] [1654/3576] Completed IEX in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:31.058402] [INFO ] [sig       ] [1655/3576] Forecasting IFF...
[2025-12-17T20:24:31.058431] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-17T20:24:31.058462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-17T20:24:31.069382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-17T20:24:31.069664] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-17T20:24:31.070401] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-17T20:24:31.070451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:31.070491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:31.070519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:31.070593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:31.127286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:31.127973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:31.128054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:31.128087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:31.252583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:31.252727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:31.252770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:31.252828] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:31.257283] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-17T20:24:31.257557] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-17T20:24:31.257723] [INFO ] [sig       ] IFF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:31.395732] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IFF.txt
[2025-12-17T20:24:31.395857] [INFO ] [sig       ] [1655/3576] Completed IFF in 0.3s | 2.92 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-17T20:24:31.395898] [INFO ] [sig       ] [1656/3576] Forecasting IFN...
[2025-12-17T20:24:31.395933] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-17T20:24:31.395971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-17T20:24:31.408002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-17T20:24:31.408290] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-17T20:24:31.409175] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-17T20:24:31.409228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:31.409260] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:31.409287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:31.409354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:31.467372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:31.468026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:31.468113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:31.468146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:31.585768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:31.585923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:31.585961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:31.585988] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:31.589304] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2025-12-17T20:24:31.589594] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-17T20:24:31.589718] [INFO ] [sig       ] IFN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:31.742618] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IFN.txt
[2025-12-17T20:24:31.742771] [INFO ] [sig       ] [1656/3576] Completed IFN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-17T20:24:31.742809] [INFO ] [sig       ] [1657/3576] Forecasting IFS...
[2025-12-17T20:24:31.742839] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-17T20:24:31.742869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-17T20:24:31.755019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-17T20:24:31.755441] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-17T20:24:31.756247] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-17T20:24:31.756300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:31.756332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:31.756358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:31.756413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:31.816041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:31.817331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:31.817431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:31.817474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:31.939569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:31.939762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:31.939825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:31.939872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:31.944001] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-17T20:24:31.944374] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-17T20:24:31.944536] [INFO ] [sig       ] IFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:32.088848] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IFS.txt
[2025-12-17T20:24:32.089037] [INFO ] [sig       ] [1657/3576] Completed IFS in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-17T20:24:32.089079] [INFO ] [sig       ] [1658/3576] Forecasting IGA...
[2025-12-17T20:24:32.089111] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-17T20:24:32.089144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-17T20:24:32.100503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-17T20:24:32.100921] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-17T20:24:32.101739] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-17T20:24:32.101792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:32.101825] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:32.101852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:32.101909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:32.158947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:32.159828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:32.159916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:32.159951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:32.278059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:32.278211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:32.278253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:32.278281] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:32.281654] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-17T20:24:32.281937] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-17T20:24:32.282085] [INFO ] [sig       ] IGA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:32.418765] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IGA.txt
[2025-12-17T20:24:32.418919] [INFO ] [sig       ] [1658/3576] Completed IGA in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:32.418969] [INFO ] [sig       ] [1659/3576] Forecasting IGD...
[2025-12-17T20:24:32.419012] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-17T20:24:32.419051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-17T20:24:32.430217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-17T20:24:32.430503] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-17T20:24:32.431257] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-17T20:24:32.431308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:32.431339] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:32.431365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:32.431420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:32.486637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:32.487320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:32.487399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:32.487431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:32.602991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:32.603142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:32.603182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:32.603210] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:32.606525] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-17T20:24:32.606809] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-17T20:24:32.606931] [INFO ] [sig       ] IGD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:32.745118] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IGD.txt
[2025-12-17T20:24:32.745245] [INFO ] [sig       ] [1659/3576] Completed IGD in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:32.745283] [INFO ] [sig       ] [1660/3576] Forecasting IGF...
[2025-12-17T20:24:32.745313] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-17T20:24:32.745343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-17T20:24:32.756517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-17T20:24:32.756893] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-17T20:24:32.757673] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-17T20:24:32.757723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:32.757754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:32.757779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:32.757833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:32.813080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:32.813872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:32.813954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:32.813986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:32.938272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:32.938423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:32.938464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:32.938493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:32.941952] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=55.54%)
[2025-12-17T20:24:32.942231] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-17T20:24:32.942360] [INFO ] [sig       ] IGF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:33.087014] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IGF.txt
[2025-12-17T20:24:33.087149] [INFO ] [sig       ] [1660/3576] Completed IGF in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:33.087188] [INFO ] [sig       ] [1661/3576] Forecasting IGI...
[2025-12-17T20:24:33.087218] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-17T20:24:33.087249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-17T20:24:33.099636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-17T20:24:33.099979] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-17T20:24:33.100822] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-17T20:24:33.100874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:33.100905] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:33.100933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:33.100988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:33.159867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:33.160704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:33.160786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:33.160820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:33.266814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:33.266963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:33.267004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:33.267034] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:33.270676] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-17T20:24:33.270951] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-17T20:24:33.271084] [INFO ] [sig       ] IGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:33.417615] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IGI.txt
[2025-12-17T20:24:33.417767] [INFO ] [sig       ] [1661/3576] Completed IGI in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:33.417808] [INFO ] [sig       ] [1662/3576] Forecasting IGIB...
[2025-12-17T20:24:33.417839] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-17T20:24:33.417870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-17T20:24:33.429638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-17T20:24:33.429980] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-17T20:24:33.430834] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-17T20:24:33.430888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:33.430921] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:33.430950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:33.431007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:33.491344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:33.492208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:33.492328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:33.492369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:33.625845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:33.625996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:33.626037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:33.626083] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:33.629643] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-17T20:24:33.629932] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-17T20:24:33.630087] [INFO ] [sig       ] IGIB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:33.777970] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IGIB.txt
[2025-12-17T20:24:33.778119] [INFO ] [sig       ] [1662/3576] Completed IGIB in 0.4s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:33.778159] [INFO ] [sig       ] [1663/3576] Forecasting IGIC...
[2025-12-17T20:24:33.778191] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-17T20:24:33.778221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-17T20:24:33.790190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-17T20:24:33.790562] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-17T20:24:33.791456] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-17T20:24:33.791509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:33.791542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:33.791568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:33.791646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:33.848218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:33.849129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:33.849211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:33.849244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:33.967297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:33.967439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:33.967477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:33.967507] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:33.970837] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-17T20:24:33.971111] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-17T20:24:33.971234] [INFO ] [sig       ] IGIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:34.109181] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IGIC.txt
[2025-12-17T20:24:34.109294] [INFO ] [sig       ] [1663/3576] Completed IGIC in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:34.109331] [INFO ] [sig       ] [1664/3576] Forecasting IGSB...
[2025-12-17T20:24:34.109361] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-17T20:24:34.109391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-17T20:24:34.120674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-17T20:24:34.120941] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-17T20:24:34.121719] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-17T20:24:34.121769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:34.121800] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:34.121826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:34.121881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:34.177042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:34.177662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:34.177743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:34.177776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:34.301094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:34.301225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:34.301264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:34.301292] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:34.304760] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-17T20:24:34.305043] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-17T20:24:34.305189] [INFO ] [sig       ] IGSB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:34.442292] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IGSB.txt
[2025-12-17T20:24:34.442410] [INFO ] [sig       ] [1664/3576] Completed IGSB in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:34.442448] [INFO ] [sig       ] [1665/3576] Forecasting IHD...
[2025-12-17T20:24:34.442476] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-17T20:24:34.442506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-17T20:24:34.454352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-17T20:24:34.454808] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-17T20:24:34.455672] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-17T20:24:34.455724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:34.455757] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:34.455783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:34.455838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:34.511405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:34.512362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:34.512458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:34.512492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:34.629245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:34.629415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:34.629456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:34.629484] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:34.632951] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-12-17T20:24:34.633241] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-17T20:24:34.633370] [INFO ] [sig       ] IHD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:34.772854] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IHD.txt
[2025-12-17T20:24:34.773012] [INFO ] [sig       ] [1665/3576] Completed IHD in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:34.773051] [INFO ] [sig       ] [1666/3576] Forecasting IHG...
[2025-12-17T20:24:34.773080] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-17T20:24:34.773112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-17T20:24:34.784288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-17T20:24:34.784546] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-17T20:24:34.785332] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-17T20:24:34.785383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:34.785414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:34.785441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:34.785506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:34.840514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:34.841121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:34.841197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:34.841227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:34.958662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:34.958802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:34.958841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:34.958882] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:34.962164] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-17T20:24:34.962426] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-17T20:24:34.962548] [INFO ] [sig       ] IHG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:35.101504] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IHG.txt
[2025-12-17T20:24:35.101649] [INFO ] [sig       ] [1666/3576] Completed IHG in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:35.101690] [INFO ] [sig       ] [1667/3576] Forecasting IHS...
[2025-12-17T20:24:35.101718] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-17T20:24:35.101748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-17T20:24:35.113064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-17T20:24:35.113357] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-17T20:24:35.114109] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-17T20:24:35.114159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:35.114189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:35.114215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:35.114269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:35.168501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:35.169136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:35.169213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:35.169244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:35.285809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:35.285965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:35.286005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:35.286031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:35.289344] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-17T20:24:35.289626] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-17T20:24:35.289750] [INFO ] [sig       ] IHS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:35.427124] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IHS.txt
[2025-12-17T20:24:35.427242] [INFO ] [sig       ] [1667/3576] Completed IHS in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:35.427280] [INFO ] [sig       ] [1668/3576] Forecasting IIF...
[2025-12-17T20:24:35.427309] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-17T20:24:35.427338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-17T20:24:35.438171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-17T20:24:35.438463] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-17T20:24:35.439229] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-17T20:24:35.439290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:35.439322] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:35.439350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:35.439406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:35.494547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:35.495215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:35.495292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:35.495323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:35.609185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:35.609338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:35.609375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:35.609405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:35.612707] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=90.32%)
[2025-12-17T20:24:35.612972] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-17T20:24:35.613095] [INFO ] [sig       ] IIF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:35.750444] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IIF.txt
[2025-12-17T20:24:35.750590] [INFO ] [sig       ] [1668/3576] Completed IIF in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:35.750631] [INFO ] [sig       ] [1669/3576] Forecasting III...
[2025-12-17T20:24:35.750661] [INFO ] [sig       ] Generating forecast for: III
[2025-12-17T20:24:35.750691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-17T20:24:35.764128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-17T20:24:35.764451] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-17T20:24:35.765217] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-17T20:24:35.765268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:35.765324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:35.765352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:35.765409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:35.820417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:35.821195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:35.821277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:35.821309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:35.938838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:35.939014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:35.939054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:35.939085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:35.942617] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-17T20:24:35.942919] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-17T20:24:35.943071] [INFO ] [sig       ] III: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:36.088198] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/III.txt
[2025-12-17T20:24:36.088351] [INFO ] [sig       ] [1669/3576] Completed III in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:36.088394] [INFO ] [sig       ] [1670/3576] Forecasting IIIN...
[2025-12-17T20:24:36.088431] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-17T20:24:36.088477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-17T20:24:36.100885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-17T20:24:36.101248] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-17T20:24:36.102049] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-17T20:24:36.102122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:36.102164] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:36.102194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:36.102252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:36.157670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:36.158398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:36.158478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:36.158508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:36.288752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:36.288922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:36.288971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:36.289010] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:36.292481] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-17T20:24:36.292770] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-17T20:24:36.292897] [INFO ] [sig       ] IIIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:36.430916] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IIIN.txt
[2025-12-17T20:24:36.431057] [INFO ] [sig       ] [1670/3576] Completed IIIN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:36.431105] [INFO ] [sig       ] [1671/3576] Forecasting IIM...
[2025-12-17T20:24:36.431140] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-17T20:24:36.431175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-17T20:24:36.443059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-17T20:24:36.443364] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-17T20:24:36.444133] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-17T20:24:36.444184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:36.444215] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:36.444241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:36.444296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:36.499202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:36.499898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:36.499978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:36.500017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:36.615240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:36.615392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:36.615431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:36.615458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:36.618761] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-17T20:24:36.619054] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-17T20:24:36.619179] [INFO ] [sig       ] IIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:36.754765] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IIM.txt
[2025-12-17T20:24:36.754903] [INFO ] [sig       ] [1671/3576] Completed IIM in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:36.754947] [INFO ] [sig       ] [1672/3576] Forecasting ILMN...
[2025-12-17T20:24:36.754978] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-17T20:24:36.755008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-17T20:24:36.767625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-17T20:24:36.767984] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-17T20:24:36.768752] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-17T20:24:36.768803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:36.768834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:36.768904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:36.768963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:36.823310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:36.824019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:36.824101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:36.824132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:36.959260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:36.959421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:36.959463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:36.959526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:36.963110] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-17T20:24:36.963390] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-17T20:24:36.963523] [INFO ] [sig       ] ILMN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:37.101242] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ILMN.txt
[2025-12-17T20:24:37.101368] [INFO ] [sig       ] [1672/3576] Completed ILMN in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:37.101407] [INFO ] [sig       ] [1673/3576] Forecasting IMAX...
[2025-12-17T20:24:37.101435] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-17T20:24:37.101464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-17T20:24:37.113727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-17T20:24:37.114081] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-17T20:24:37.114877] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-17T20:24:37.114929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:37.114960] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:37.114993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:37.115061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:37.170759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:37.171661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:37.171744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:37.171775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:37.287567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:37.287708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:37.287744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:37.287773] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:37.291011] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-17T20:24:37.291323] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-17T20:24:37.291446] [INFO ] [sig       ] IMAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:37.428073] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMAX.txt
[2025-12-17T20:24:37.428191] [INFO ] [sig       ] [1673/3576] Completed IMAX in 0.3s | 2.92 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-17T20:24:37.428229] [INFO ] [sig       ] [1674/3576] Forecasting IMKTA...
[2025-12-17T20:24:37.428256] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-17T20:24:37.428285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-17T20:24:37.439411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-17T20:24:37.439723] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-17T20:24:37.440470] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-17T20:24:37.440519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:37.440549] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:37.440593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:37.440652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:37.495544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:37.496164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:37.496240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:37.496272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:37.610337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:37.610481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:37.610518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:37.610548] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:37.613832] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-17T20:24:37.614102] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-17T20:24:37.614223] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:37.751469] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IMKTA.txt
[2025-12-17T20:24:37.751602] [INFO ] [sig       ] [1674/3576] Completed IMKTA in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-17T20:24:37.751642] [INFO ] [sig       ] [1675/3576] Forecasting IMMP...
[2025-12-17T20:24:37.751670] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-17T20:24:37.751699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-17T20:24:37.763938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-17T20:24:37.764293] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-17T20:24:37.765096] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-17T20:24:37.765159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:37.765196] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:37.765221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:37.765275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:37.820155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:37.820932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:37.821016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:37.821047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:37.941676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:37.941853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:37.941896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:37.941924] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:37.945227] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-17T20:24:37.945494] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-17T20:24:37.945640] [INFO ] [sig       ] IMMP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:38.083764] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMMP.txt
[2025-12-17T20:24:38.083936] [INFO ] [sig       ] [1675/3576] Completed IMMP in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:38.083976] [INFO ] [sig       ] [1676/3576] Forecasting IMMX...
[2025-12-17T20:24:38.084005] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-17T20:24:38.084034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-17T20:24:38.095486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-17T20:24:38.095821] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-17T20:24:38.096587] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-17T20:24:38.096638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:38.096669] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:38.096695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:38.096751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:38.152390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:38.153304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:38.153390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:38.153423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:38.277658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:38.277810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:38.277852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:38.277881] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:38.281317] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=35.33%)
[2025-12-17T20:24:38.281604] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-17T20:24:38.281735] [INFO ] [sig       ] IMMX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:38.429172] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMMX.txt
[2025-12-17T20:24:38.429304] [INFO ] [sig       ] [1676/3576] Completed IMMX in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:38.429343] [INFO ] [sig       ] [1677/3576] Forecasting IMNM...
[2025-12-17T20:24:38.429373] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-17T20:24:38.429404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-17T20:24:38.442401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-17T20:24:38.442719] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-17T20:24:38.443485] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-17T20:24:38.443539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:38.443588] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:38.443620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:38.443677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:38.503960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:38.504848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:38.504934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:38.504967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:38.636840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:38.637012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:38.637066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:38.637102] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:38.640729] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-17T20:24:38.641015] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-17T20:24:38.641153] [INFO ] [sig       ] IMNM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:38.787532] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMNM.txt
[2025-12-17T20:24:38.787678] [INFO ] [sig       ] [1677/3576] Completed IMNM in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:38.787717] [INFO ] [sig       ] [1678/3576] Forecasting IMNN...
[2025-12-17T20:24:38.787746] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-17T20:24:38.787776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-17T20:24:38.799295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-17T20:24:38.799647] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-17T20:24:38.800488] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-17T20:24:38.800541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:38.800596] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:38.800628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:38.800684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:38.859819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:38.860535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:38.860634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:38.860669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:38.985623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:38.985775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:38.985815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:38.985845] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:38.989440] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=86.23%)
[2025-12-17T20:24:38.989750] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-17T20:24:38.989887] [INFO ] [sig       ] IMNN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:39.141380] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IMNN.txt
[2025-12-17T20:24:39.141553] [INFO ] [sig       ] [1678/3576] Completed IMNN in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:39.141621] [INFO ] [sig       ] [1679/3576] Forecasting IMOS...
[2025-12-17T20:24:39.141657] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-17T20:24:39.141693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-17T20:24:39.153741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-17T20:24:39.154142] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-17T20:24:39.154979] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-17T20:24:39.155032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:39.155078] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:39.155108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:39.155165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:39.221720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:39.222801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:39.222947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:39.223001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:39.340616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:39.340774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:39.340815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:39.340844] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:39.344204] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-17T20:24:39.344488] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-17T20:24:39.344635] [INFO ] [sig       ] IMOS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:39.480928] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMOS.txt
[2025-12-17T20:24:39.481079] [INFO ] [sig       ] [1679/3576] Completed IMOS in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:39.481120] [INFO ] [sig       ] [1680/3576] Forecasting IMPP...
[2025-12-17T20:24:39.481149] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-17T20:24:39.481180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-17T20:24:39.495065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-17T20:24:39.495471] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-17T20:24:39.496500] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-17T20:24:39.496566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:39.496637] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:39.496680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:39.496762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:39.555652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:39.556405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:39.556486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:39.556519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:39.675541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:39.675708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:39.675747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:39.675776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:39.679087] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-17T20:24:39.679356] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-17T20:24:39.679485] [INFO ] [sig       ] IMPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:39.817524] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IMPP.txt
[2025-12-17T20:24:39.817708] [INFO ] [sig       ] [1680/3576] Completed IMPP in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:39.817751] [INFO ] [sig       ] [1681/3576] Forecasting IMRX...
[2025-12-17T20:24:39.817780] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-17T20:24:39.817810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-17T20:24:39.830226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-17T20:24:39.830669] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-17T20:24:39.831533] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-17T20:24:39.831615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:39.831652] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:39.831679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:39.831736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:39.893808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:39.894690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:39.894777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:39.894811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:40.023195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:40.023359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:40.023404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:40.023433] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:40.027182] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=33.07%)
[2025-12-17T20:24:40.027628] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-17T20:24:40.027797] [INFO ] [sig       ] IMRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:40.174424] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMRX.txt
[2025-12-17T20:24:40.174586] [INFO ] [sig       ] [1681/3576] Completed IMRX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:40.174628] [INFO ] [sig       ] [1682/3576] Forecasting IMTX...
[2025-12-17T20:24:40.174662] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-17T20:24:40.174707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-17T20:24:40.186027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-17T20:24:40.186329] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-17T20:24:40.187125] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-17T20:24:40.187177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:40.187210] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:40.187238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:40.187298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:40.245729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:40.246652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:40.246751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:40.246788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:40.372783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:40.372954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:40.373007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:40.373039] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:40.376475] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-12-17T20:24:40.376815] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-17T20:24:40.376965] [INFO ] [sig       ] IMTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:40.526623] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IMTX.txt
[2025-12-17T20:24:40.526815] [INFO ] [sig       ] [1682/3576] Completed IMTX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:40.526881] [INFO ] [sig       ] [1683/3576] Forecasting IMXI...
[2025-12-17T20:24:40.526916] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-17T20:24:40.526949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-17T20:24:40.539315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-17T20:24:40.539660] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-17T20:24:40.540442] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-17T20:24:40.540495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:40.540529] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:40.540556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:40.540633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:40.601878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:40.602627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:40.602709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:40.602741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:40.729284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:40.729450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:40.729494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:40.729526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:40.733343] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-17T20:24:40.733650] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-17T20:24:40.733781] [INFO ] [sig       ] IMXI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:40.883120] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IMXI.txt
[2025-12-17T20:24:40.883280] [INFO ] [sig       ] [1683/3576] Completed IMXI in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:40.883332] [INFO ] [sig       ] [1684/3576] Forecasting INAB...
[2025-12-17T20:24:40.883368] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-17T20:24:40.883402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-17T20:24:40.894735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-17T20:24:40.895052] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-17T20:24:40.895850] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-17T20:24:40.895907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:40.895951] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:40.895983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:40.896040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:40.955285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:40.956169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:40.956253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:40.956286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:41.079910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:41.080089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:41.080140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:41.080179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:41.083724] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-17T20:24:41.083998] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-17T20:24:41.084142] [INFO ] [sig       ] INAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:41.230018] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INAB.txt
[2025-12-17T20:24:41.230199] [INFO ] [sig       ] [1684/3576] Completed INAB in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:41.230261] [INFO ] [sig       ] [1685/3576] Forecasting INBK...
[2025-12-17T20:24:41.230308] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-17T20:24:41.230354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-17T20:24:41.241522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-17T20:24:41.241911] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-17T20:24:41.242857] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-17T20:24:41.242910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:41.242942] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:41.242969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:41.243024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:41.301647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:41.302441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:41.302524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:41.302559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:41.426936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:41.427096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:41.427136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:41.427169] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:41.430760] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-17T20:24:41.431119] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-17T20:24:41.431286] [INFO ] [sig       ] INBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:41.576686] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INBK.txt
[2025-12-17T20:24:41.576849] [INFO ] [sig       ] [1685/3576] Completed INBK in 0.3s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:41.576891] [INFO ] [sig       ] [1686/3576] Forecasting INBX...
[2025-12-17T20:24:41.576922] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-17T20:24:41.576952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-17T20:24:41.589034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-17T20:24:41.589407] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-17T20:24:41.590228] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-17T20:24:41.590292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:41.590354] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:41.590383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:41.590441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:41.650308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:41.651159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:41.651256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:41.651296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:41.780192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:41.780379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:41.780495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:41.780535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:41.784158] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-17T20:24:41.784449] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-17T20:24:41.784601] [INFO ] [sig       ] INBX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:41.933461] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INBX.txt
[2025-12-17T20:24:41.933637] [INFO ] [sig       ] [1686/3576] Completed INBX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:41.933691] [INFO ] [sig       ] [1687/3576] Forecasting INCY...
[2025-12-17T20:24:41.933722] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-17T20:24:41.933753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-17T20:24:41.945927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-17T20:24:41.946294] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-17T20:24:41.947101] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-17T20:24:41.947157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:41.947192] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:41.947219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:41.947282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:42.009299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:42.010151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:42.010250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:42.010285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:42.137762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:42.137918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:42.137958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:42.137987] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:42.141383] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=34.86%)
[2025-12-17T20:24:42.141728] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-17T20:24:42.141895] [INFO ] [sig       ] INCY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:42.286617] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INCY.txt
[2025-12-17T20:24:42.286762] [INFO ] [sig       ] [1687/3576] Completed INCY in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:42.286823] [INFO ] [sig       ] [1688/3576] Forecasting INDB...
[2025-12-17T20:24:42.286865] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-17T20:24:42.286899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-17T20:24:42.298416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-17T20:24:42.298780] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-17T20:24:42.299631] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-17T20:24:42.299695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:42.299743] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:42.299784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:42.299862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:42.357977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:42.358787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:42.358885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:42.358919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:42.485921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:42.486076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:42.486117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:42.486144] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:42.489730] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-17T20:24:42.490064] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-17T20:24:42.490221] [INFO ] [sig       ] INDB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:42.638810] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INDB.txt
[2025-12-17T20:24:42.638970] [INFO ] [sig       ] [1688/3576] Completed INDB in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:42.639012] [INFO ] [sig       ] [1689/3576] Forecasting INDI...
[2025-12-17T20:24:42.639043] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-17T20:24:42.639075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-17T20:24:42.651059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-17T20:24:42.651427] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-17T20:24:42.652227] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-17T20:24:42.652277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:42.652310] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:42.652336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:42.652392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:42.712074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:42.712904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:42.712993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:42.713037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:42.839613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:42.839774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:42.839814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:42.839889] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:42.843653] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-17T20:24:42.843934] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-17T20:24:42.844066] [INFO ] [sig       ] INDI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:42.995558] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INDI.txt
[2025-12-17T20:24:42.995749] [INFO ] [sig       ] [1689/3576] Completed INDI in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:42.995805] [INFO ] [sig       ] [1690/3576] Forecasting INDP...
[2025-12-17T20:24:42.995845] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-17T20:24:42.995880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-17T20:24:43.007274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-17T20:24:43.007669] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-17T20:24:43.008470] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-17T20:24:43.008522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:43.008566] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:43.008630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:43.008690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:43.068610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:43.069493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:43.069602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:43.069642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:43.212317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:43.212476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:43.212517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:43.212548] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:43.216209] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-12-17T20:24:43.216553] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-17T20:24:43.216720] [INFO ] [sig       ] INDP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:43.365313] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INDP.txt
[2025-12-17T20:24:43.365635] [INFO ] [sig       ] [1690/3576] Completed INDP in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-17T20:24:43.365713] [INFO ] [sig       ] [1691/3576] Forecasting INDY...
[2025-12-17T20:24:43.365747] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-17T20:24:43.365787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-17T20:24:43.380470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-17T20:24:43.380923] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-17T20:24:43.381863] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-17T20:24:43.381917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:43.381950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:43.381978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:43.382036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:43.444714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:43.445603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:43.445728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:43.445763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:43.579650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:43.579817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:43.579861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:43.579890] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:43.583485] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=37.36%)
[2025-12-17T20:24:43.583801] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-17T20:24:43.583934] [INFO ] [sig       ] INDY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:43.732844] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INDY.txt
[2025-12-17T20:24:43.733003] [INFO ] [sig       ] [1691/3576] Completed INDY in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-17T20:24:43.733047] [INFO ] [sig       ] [1692/3576] Forecasting INFY...
[2025-12-17T20:24:43.733077] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-17T20:24:43.733109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-17T20:24:43.747296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-17T20:24:43.747850] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-17T20:24:43.748961] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-17T20:24:43.749028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:43.749075] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:43.749116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:43.749203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:43.813362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:43.814270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:43.814362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:43.814395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:43.940333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:43.940493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:43.940535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:43.940564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:43.944163] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-17T20:24:43.944523] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-17T20:24:43.944681] [INFO ] [sig       ] INFY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:44.083392] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INFY.txt
[2025-12-17T20:24:44.083529] [INFO ] [sig       ] [1692/3576] Completed INFY in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-17T20:24:44.083585] [INFO ] [sig       ] [1693/3576] Forecasting ING...
[2025-12-17T20:24:44.083618] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-17T20:24:44.083647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-17T20:24:44.095965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-17T20:24:44.096294] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-17T20:24:44.097058] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-17T20:24:44.097110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:44.097141] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:44.097173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:44.097241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:44.152307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:44.153065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:44.153146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:44.153178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:44.274681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:44.274834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:44.274875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:44.274902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:44.278215] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-17T20:24:44.278489] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-17T20:24:44.278632] [INFO ] [sig       ] ING: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:44.417014] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ING.txt
[2025-12-17T20:24:44.417128] [INFO ] [sig       ] [1693/3576] Completed ING in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:44.417176] [INFO ] [sig       ] [1694/3576] Forecasting INGN...
[2025-12-17T20:24:44.417213] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-17T20:24:44.417249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-17T20:24:44.428887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-17T20:24:44.429165] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-17T20:24:44.429918] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-17T20:24:44.429969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:44.430000] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:44.430026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:44.430082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:44.485313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:44.485973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:44.486049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:44.486080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:44.602546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:44.602708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:44.602747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:44.602776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:44.606049] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2025-12-17T20:24:44.606309] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-17T20:24:44.606427] [INFO ] [sig       ] INGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:44.743555] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INGN.txt
[2025-12-17T20:24:44.743683] [INFO ] [sig       ] [1694/3576] Completed INGN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:44.743722] [INFO ] [sig       ] [1695/3576] Forecasting INM...
[2025-12-17T20:24:44.743749] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-17T20:24:44.743778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-17T20:24:44.755476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-17T20:24:44.755796] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-17T20:24:44.756520] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-17T20:24:44.756593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:44.756627] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:44.756653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:44.756712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:44.811608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:44.812219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:44.812295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:44.812327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:44.929518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:44.929661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:44.929699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:44.929726] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:44.932937] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-17T20:24:44.933200] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-17T20:24:44.933350] [INFO ] [sig       ] INM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:45.070643] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INM.txt
[2025-12-17T20:24:45.070783] [INFO ] [sig       ] [1695/3576] Completed INM in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:45.070822] [INFO ] [sig       ] [1696/3576] Forecasting INMB...
[2025-12-17T20:24:45.070851] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-17T20:24:45.070881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-17T20:24:45.082742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-17T20:24:45.083029] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-17T20:24:45.083779] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-17T20:24:45.083830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:45.083861] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:45.083887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:45.083942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:45.139673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:45.140295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:45.140397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:45.140430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:45.263060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:45.263227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:45.263273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:45.263302] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:45.266694] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-17T20:24:45.266965] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-17T20:24:45.267088] [INFO ] [sig       ] INMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:45.404437] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INMB.txt
[2025-12-17T20:24:45.404559] [INFO ] [sig       ] [1696/3576] Completed INMB in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:45.404615] [INFO ] [sig       ] [1697/3576] Forecasting INMD...
[2025-12-17T20:24:45.404645] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-17T20:24:45.404675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-17T20:24:45.417426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-17T20:24:45.417790] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-17T20:24:45.418591] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-17T20:24:45.418642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:45.418673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:45.418698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:45.418752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:45.476147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:45.477084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:45.477171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:45.477208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:45.598153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:45.598332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:45.598373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:45.598420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:45.601920] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-17T20:24:45.602207] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-17T20:24:45.602358] [INFO ] [sig       ] INMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:45.748259] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INMD.txt
[2025-12-17T20:24:45.748415] [INFO ] [sig       ] [1697/3576] Completed INMD in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:45.748454] [INFO ] [sig       ] [1698/3576] Forecasting INN...
[2025-12-17T20:24:45.748482] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-17T20:24:45.748514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-17T20:24:45.760660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-17T20:24:45.761026] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-17T20:24:45.761830] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-17T20:24:45.761881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:45.761912] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:45.761939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:45.761994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:45.818268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:45.819160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:45.819250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:45.819283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:45.936176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:45.936339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:45.936377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:45.936405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:45.939812] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2025-12-17T20:24:45.940089] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-17T20:24:45.940218] [INFO ] [sig       ] INN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:46.080005] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INN.txt
[2025-12-17T20:24:46.080140] [INFO ] [sig       ] [1698/3576] Completed INN in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:46.080179] [INFO ] [sig       ] [1699/3576] Forecasting INO...
[2025-12-17T20:24:46.080209] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-17T20:24:46.080239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-17T20:24:46.091865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-17T20:24:46.092199] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-17T20:24:46.093060] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-17T20:24:46.093112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:46.093145] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:46.093171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:46.093227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:46.148131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:46.148775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:46.148867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:46.148913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:46.263451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:46.263622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:46.263663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:46.263693] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:46.266948] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-17T20:24:46.267209] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-17T20:24:46.267332] [INFO ] [sig       ] INO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:46.402823] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INO.txt
[2025-12-17T20:24:46.402965] [INFO ] [sig       ] [1699/3576] Completed INO in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:46.403002] [INFO ] [sig       ] [1700/3576] Forecasting INOD...
[2025-12-17T20:24:46.403033] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-17T20:24:46.403062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-17T20:24:46.414791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-17T20:24:46.415090] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-17T20:24:46.415879] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-17T20:24:46.415930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:46.415961] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:46.415987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:46.416040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:46.470506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:46.471175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:46.471266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:46.471306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:46.590161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:46.590312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:46.590353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:46.590381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:46.593728] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-17T20:24:46.593997] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-17T20:24:46.594124] [INFO ] [sig       ] INOD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:46.731821] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INOD.txt
[2025-12-17T20:24:46.731951] [INFO ] [sig       ] [1700/3576] Completed INOD in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:46.731989] [INFO ] [sig       ] [1701/3576] Forecasting INSE...
[2025-12-17T20:24:46.732017] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-17T20:24:46.732050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-17T20:24:46.743254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-17T20:24:46.743603] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-17T20:24:46.744387] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-17T20:24:46.744440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:46.744472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:46.744510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:46.744588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:46.800913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:46.801654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:46.801738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:46.801771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:46.924766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:46.924918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:46.924958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:46.924986] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:46.928317] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-17T20:24:46.928624] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-17T20:24:46.928752] [INFO ] [sig       ] INSE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:47.064988] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INSE.txt
[2025-12-17T20:24:47.065113] [INFO ] [sig       ] [1701/3576] Completed INSE in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:47.065152] [INFO ] [sig       ] [1702/3576] Forecasting INSG...
[2025-12-17T20:24:47.065181] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-17T20:24:47.065210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-17T20:24:47.076989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-17T20:24:47.077293] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-17T20:24:47.078052] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-17T20:24:47.078105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:47.078137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:47.078164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:47.078221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:47.133125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:47.133809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:47.133891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:47.133923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:47.252624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:47.252772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:47.252814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:47.252847] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:47.256259] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=74.50%)
[2025-12-17T20:24:47.256533] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-17T20:24:47.256681] [INFO ] [sig       ] INSG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:47.448379] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INSG.txt
[2025-12-17T20:24:47.448518] [INFO ] [sig       ] [1702/3576] Completed INSG in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:47.448556] [INFO ] [sig       ] [1703/3576] Forecasting INSM...
[2025-12-17T20:24:47.448615] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-17T20:24:47.448648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-17T20:24:47.460098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-17T20:24:47.460413] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-17T20:24:47.461199] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-17T20:24:47.461249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:47.461309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:47.461336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:47.461392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:47.516688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:47.517316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:47.517407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:47.517441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:47.632167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:47.632289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:47.632327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:47.632355] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:47.635563] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-17T20:24:47.635846] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-17T20:24:47.635966] [INFO ] [sig       ] INSM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:47.773545] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INSM.txt
[2025-12-17T20:24:47.773676] [INFO ] [sig       ] [1703/3576] Completed INSM in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:47.773716] [INFO ] [sig       ] [1704/3576] Forecasting INSP...
[2025-12-17T20:24:47.773744] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-17T20:24:47.773777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-17T20:24:47.785906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-17T20:24:47.786164] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-17T20:24:47.786915] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-17T20:24:47.786965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:47.786996] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:47.787022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:47.787078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:47.842405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:47.843003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:47.843084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:47.843116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:47.962173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:47.962318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:47.962355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:47.962384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:47.965634] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=69.67%)
[2025-12-17T20:24:47.965896] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-17T20:24:47.966017] [INFO ] [sig       ] INSP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:48.102238] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INSP.txt
[2025-12-17T20:24:48.102361] [INFO ] [sig       ] [1704/3576] Completed INSP in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:48.102397] [INFO ] [sig       ] [1705/3576] Forecasting INTA...
[2025-12-17T20:24:48.102427] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-17T20:24:48.102462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-17T20:24:48.113845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-17T20:24:48.114111] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-17T20:24:48.114865] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-17T20:24:48.114915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:48.114947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:48.114973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:48.115028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:48.170616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:48.171198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:48.171279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:48.171317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:48.294449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:48.294561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:48.294613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:48.294640] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:48.297775] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-17T20:24:48.298033] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-17T20:24:48.298152] [INFO ] [sig       ] INTA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:48.435457] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INTA.txt
[2025-12-17T20:24:48.435563] [INFO ] [sig       ] [1705/3576] Completed INTA in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:48.435618] [INFO ] [sig       ] [1706/3576] Forecasting INTC...
[2025-12-17T20:24:48.435647] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-17T20:24:48.435676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-17T20:24:48.447371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-17T20:24:48.447682] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-17T20:24:48.448416] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-17T20:24:48.448467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:48.448497] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:48.448523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:48.448601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:48.503662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:48.504231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:48.504325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:48.504363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:48.621425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:48.621591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:48.621636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:48.621694] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:48.624964] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2025-12-17T20:24:48.625232] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-17T20:24:48.625378] [INFO ] [sig       ] INTC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:48.762970] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INTC.txt
[2025-12-17T20:24:48.763094] [INFO ] [sig       ] [1706/3576] Completed INTC in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:48.763133] [INFO ] [sig       ] [1707/3576] Forecasting INTZ...
[2025-12-17T20:24:48.763161] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-17T20:24:48.763191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-17T20:24:48.773991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-17T20:24:48.774297] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-17T20:24:48.775070] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-17T20:24:48.775124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:48.775156] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:48.775182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:48.775237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:48.830585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:48.831182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:48.831257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:48.831289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:48.952943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:48.953076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:48.953112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:48.953139] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:48.956350] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-17T20:24:48.956630] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-17T20:24:48.956754] [INFO ] [sig       ] INTZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:49.094697] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INTZ.txt
[2025-12-17T20:24:49.094810] [INFO ] [sig       ] [1707/3576] Completed INTZ in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:49.094847] [INFO ] [sig       ] [1708/3576] Forecasting INVA...
[2025-12-17T20:24:49.094875] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-17T20:24:49.094904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-17T20:24:49.105886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-17T20:24:49.106169] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-17T20:24:49.106958] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-17T20:24:49.107009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:49.107039] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:49.107064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:49.107124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:49.162380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:49.162964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:49.163042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:49.163073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:49.280994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:49.281122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:49.281160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:49.281206] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:49.284481] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-17T20:24:49.284783] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-17T20:24:49.284913] [INFO ] [sig       ] INVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:49.423316] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INVA.txt
[2025-12-17T20:24:49.423494] [INFO ] [sig       ] [1708/3576] Completed INVA in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-17T20:24:49.423537] [INFO ] [sig       ] [1709/3576] Forecasting INVE...
[2025-12-17T20:24:49.423565] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-17T20:24:49.423619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-17T20:24:49.434716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-17T20:24:49.434984] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-17T20:24:49.435750] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-17T20:24:49.435800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:49.435831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:49.435856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:49.435911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:49.490930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:49.491562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:49.491660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:49.491692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:49.609974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:49.610144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:49.610186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:49.610215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:49.613737] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-17T20:24:49.614025] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-17T20:24:49.614156] [INFO ] [sig       ] INVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:49.753376] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INVE.txt
[2025-12-17T20:24:49.753528] [INFO ] [sig       ] [1709/3576] Completed INVE in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-17T20:24:49.753591] [INFO ] [sig       ] [1710/3576] Forecasting INVH...
[2025-12-17T20:24:49.753626] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-17T20:24:49.753655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-17T20:24:49.765151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-17T20:24:49.765505] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-17T20:24:49.766285] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-17T20:24:49.766336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:49.766366] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:49.766396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:49.766452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:49.822766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:49.823683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:49.823763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:49.823812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:49.948967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:49.949130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:49.949171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:49.949200] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:49.952754] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-12-17T20:24:49.953059] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-17T20:24:49.953213] [INFO ] [sig       ] INVH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:50.102019] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/INVH.txt
[2025-12-17T20:24:50.102176] [INFO ] [sig       ] [1710/3576] Completed INVH in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:50.102218] [INFO ] [sig       ] [1711/3576] Forecasting INVZ...
[2025-12-17T20:24:50.102247] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-17T20:24:50.102277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-17T20:24:50.114744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-17T20:24:50.115125] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-17T20:24:50.116116] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-17T20:24:50.116170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:50.116204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:50.116232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:50.116289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:50.179047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:50.179949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:50.180042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:50.180075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:50.296391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:50.296547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:50.296608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:50.296640] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:50.300114] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=32.32%)
[2025-12-17T20:24:50.300433] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-17T20:24:50.300589] [INFO ] [sig       ] INVZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:50.442792] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/INVZ.txt
[2025-12-17T20:24:50.442945] [INFO ] [sig       ] [1711/3576] Completed INVZ in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:50.442986] [INFO ] [sig       ] [1712/3576] Forecasting IONS...
[2025-12-17T20:24:50.443016] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-17T20:24:50.443046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-17T20:24:50.454358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-17T20:24:50.454664] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-17T20:24:50.455442] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-17T20:24:50.455494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:50.455530] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:50.455558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:50.455658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:50.510883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:50.511543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:50.511638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:50.511672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:50.630838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:50.630991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:50.631032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:50.631061] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:50.634427] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-17T20:24:50.634730] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-17T20:24:50.634862] [INFO ] [sig       ] IONS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:50.773954] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IONS.txt
[2025-12-17T20:24:50.774107] [INFO ] [sig       ] [1712/3576] Completed IONS in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:50.774148] [INFO ] [sig       ] [1713/3576] Forecasting IOSP...
[2025-12-17T20:24:50.774176] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-17T20:24:50.774206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-17T20:24:50.785695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-17T20:24:50.786061] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-17T20:24:50.786862] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-17T20:24:50.786915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:50.786948] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:50.786976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:50.787034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:50.843116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:50.844021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:50.844137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:50.844172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:50.960482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:50.960660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:50.960702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:50.960732] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:50.964166] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-17T20:24:50.964477] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-17T20:24:50.964635] [INFO ] [sig       ] IOSP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:51.103975] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IOSP.txt
[2025-12-17T20:24:51.104125] [INFO ] [sig       ] [1713/3576] Completed IOSP in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:51.104165] [INFO ] [sig       ] [1714/3576] Forecasting IOVA...
[2025-12-17T20:24:51.104194] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-17T20:24:51.104224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-17T20:24:51.115406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-17T20:24:51.115776] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-17T20:24:51.116643] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-17T20:24:51.116696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:51.116728] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:51.116756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:51.116814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:51.173488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:51.174388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:51.174472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:51.174504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:51.293385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:51.293502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:51.293539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:51.293583] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:51.296742] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-17T20:24:51.297001] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-17T20:24:51.297129] [INFO ] [sig       ] IOVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:51.434781] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IOVA.txt
[2025-12-17T20:24:51.434906] [INFO ] [sig       ] [1714/3576] Completed IOVA in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:51.434944] [INFO ] [sig       ] [1715/3576] Forecasting IPGP...
[2025-12-17T20:24:51.434973] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-17T20:24:51.435003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-17T20:24:51.446426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-17T20:24:51.446737] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-17T20:24:51.447471] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-17T20:24:51.447521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:51.447552] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:51.447597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:51.447654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:51.502555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:51.503158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:51.503235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:51.503265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:51.619891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:51.620003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:51.620039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:51.620068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:51.623197] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-12-17T20:24:51.623455] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-17T20:24:51.623594] [INFO ] [sig       ] IPGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:51.761683] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IPGP.txt
[2025-12-17T20:24:51.761799] [INFO ] [sig       ] [1715/3576] Completed IPGP in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:51.761841] [INFO ] [sig       ] [1716/3576] Forecasting IPI...
[2025-12-17T20:24:51.761869] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-17T20:24:51.761906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-17T20:24:51.773145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-17T20:24:51.773417] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-17T20:24:51.774172] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-17T20:24:51.774223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:51.774253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:51.774279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:51.774338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:51.830697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:51.831254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:51.831331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:51.831362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:51.950768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:51.950890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:51.950927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:51.950957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:51.954146] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=46.37%)
[2025-12-17T20:24:51.954423] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-17T20:24:51.954561] [INFO ] [sig       ] IPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:52.096724] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IPI.txt
[2025-12-17T20:24:52.096867] [INFO ] [sig       ] [1716/3576] Completed IPI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:52.096906] [INFO ] [sig       ] [1717/3576] Forecasting IQ...
[2025-12-17T20:24:52.096935] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-17T20:24:52.096966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-17T20:24:52.108043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-17T20:24:52.108305] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-17T20:24:52.109071] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-17T20:24:52.109121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:52.109153] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:52.109179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:52.109244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:52.164266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:52.165041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:52.165121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:52.165153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:52.281098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:52.281221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:52.281259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:52.281287] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:52.284493] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-17T20:24:52.284771] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-17T20:24:52.284904] [INFO ] [sig       ] IQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:52.420014] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IQ.txt
[2025-12-17T20:24:52.420150] [INFO ] [sig       ] [1717/3576] Completed IQ in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:52.420187] [INFO ] [sig       ] [1718/3576] Forecasting IQI...
[2025-12-17T20:24:52.420215] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-17T20:24:52.420245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-17T20:24:52.431675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-17T20:24:52.431945] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-17T20:24:52.432714] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-17T20:24:52.432764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:52.432795] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:52.432821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:52.432877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:52.487871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:52.488461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:52.488539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:52.488570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:52.602274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:52.602422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:52.602468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:52.602502] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:52.605812] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2025-12-17T20:24:52.606081] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-17T20:24:52.606201] [INFO ] [sig       ] IQI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:52.744706] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IQI.txt
[2025-12-17T20:24:52.744808] [INFO ] [sig       ] [1718/3576] Completed IQI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:52.744844] [INFO ] [sig       ] [1719/3576] Forecasting IQQQ...
[2025-12-17T20:24:52.744873] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-17T20:24:52.744903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-17T20:24:52.755815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-17T20:24:52.756075] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-17T20:24:52.756814] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-17T20:24:52.756864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:52.756896] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:52.756922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:52.756981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:52.813442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:52.814067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:52.814143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:52.814178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:52.935140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:52.935298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:52.935351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:52.935381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:52.938958] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-17T20:24:52.939243] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-17T20:24:52.939373] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:53.076211] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IQQQ.txt
[2025-12-17T20:24:53.076324] [INFO ] [sig       ] [1719/3576] Completed IQQQ in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:53.076361] [INFO ] [sig       ] [1720/3576] Forecasting IRDM...
[2025-12-17T20:24:53.076390] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-17T20:24:53.076419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-17T20:24:53.088121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-17T20:24:53.088387] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-17T20:24:53.089165] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-17T20:24:53.089216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:53.089271] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:53.089298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:53.089353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:53.144078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:53.144704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:53.144780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:53.144811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:53.259651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:53.259761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:53.259798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:53.259827] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:53.262922] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-17T20:24:53.263179] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-17T20:24:53.263300] [INFO ] [sig       ] IRDM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:53.400036] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IRDM.txt
[2025-12-17T20:24:53.400139] [INFO ] [sig       ] [1720/3576] Completed IRDM in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:53.400177] [INFO ] [sig       ] [1721/3576] Forecasting IREN...
[2025-12-17T20:24:53.400205] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-17T20:24:53.400234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-17T20:24:53.412003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-17T20:24:53.412268] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-17T20:24:53.413013] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-17T20:24:53.413063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:53.413094] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:53.413120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:53.413175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:53.469128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:53.469767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:53.469843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:53.469875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:53.591359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:53.591480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:53.591517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:53.591544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:53.594636] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-17T20:24:53.594893] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-17T20:24:53.595014] [INFO ] [sig       ] IREN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:53.735996] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IREN.txt
[2025-12-17T20:24:53.736123] [INFO ] [sig       ] [1721/3576] Completed IREN in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:53.736162] [INFO ] [sig       ] [1722/3576] Forecasting IRM...
[2025-12-17T20:24:53.736192] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-17T20:24:53.736222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-17T20:24:53.747702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-17T20:24:53.747974] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-17T20:24:53.748745] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-17T20:24:53.748795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:53.748826] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:53.748875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:53.748935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:53.804126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:53.804706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:53.804780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:53.804811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:53.924838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:53.924958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:53.924995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:53.925022] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:53.928195] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=67.43%)
[2025-12-17T20:24:53.928453] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-17T20:24:53.928594] [INFO ] [sig       ] IRM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:54.066176] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IRM.txt
[2025-12-17T20:24:54.066282] [INFO ] [sig       ] [1722/3576] Completed IRM in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:54.066318] [INFO ] [sig       ] [1723/3576] Forecasting IRMD...
[2025-12-17T20:24:54.066346] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-17T20:24:54.066376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-17T20:24:54.077415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-17T20:24:54.077711] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-17T20:24:54.078431] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-17T20:24:54.078483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:54.078517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:54.078542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:54.078615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:54.134153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:54.134737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:54.134813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:54.134844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:54.254645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:54.254796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:54.254833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:54.254892] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:54.258233] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-17T20:24:54.258498] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-17T20:24:54.258638] [INFO ] [sig       ] IRMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:54.396624] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IRMD.txt
[2025-12-17T20:24:54.396750] [INFO ] [sig       ] [1723/3576] Completed IRMD in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:54.396790] [INFO ] [sig       ] [1724/3576] Forecasting IRON...
[2025-12-17T20:24:54.396819] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-17T20:24:54.396849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-17T20:24:54.407750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-17T20:24:54.408028] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-17T20:24:54.408812] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-17T20:24:54.408890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:54.408926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:54.408952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:54.409008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:54.463954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:54.464605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:54.464680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:54.464712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:54.586871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:54.587043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:54.587082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:54.587110] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:54.590743] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=35.42%)
[2025-12-17T20:24:54.591026] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-17T20:24:54.591162] [INFO ] [sig       ] IRON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:54.729883] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IRON.txt
[2025-12-17T20:24:54.730005] [INFO ] [sig       ] [1724/3576] Completed IRON in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:54.730042] [INFO ] [sig       ] [1725/3576] Forecasting IRTC...
[2025-12-17T20:24:54.730070] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-17T20:24:54.730101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-17T20:24:54.741608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-17T20:24:54.741895] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-17T20:24:54.742653] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-17T20:24:54.742727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:54.742761] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:54.742787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:54.742844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:54.798688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:54.799514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:54.799630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:54.799666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:54.922342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:54.922492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:54.922532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:54.922562] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:54.925925] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-17T20:24:54.926191] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-17T20:24:54.926314] [INFO ] [sig       ] IRTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:55.064720] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IRTC.txt
[2025-12-17T20:24:55.064861] [INFO ] [sig       ] [1725/3576] Completed IRTC in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:55.064901] [INFO ] [sig       ] [1726/3576] Forecasting IRWD...
[2025-12-17T20:24:55.064932] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-17T20:24:55.064965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-17T20:24:55.076279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-17T20:24:55.076620] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-17T20:24:55.077396] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-17T20:24:55.077449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:55.077486] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:55.077513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:55.077604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:55.135129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:55.135906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:55.135987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:55.136044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:55.263780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:55.263937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:55.263980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:55.264020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:55.267424] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-17T20:24:55.267721] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-17T20:24:55.267848] [INFO ] [sig       ] IRWD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:55.412712] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IRWD.txt
[2025-12-17T20:24:55.412860] [INFO ] [sig       ] [1726/3576] Completed IRWD in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-17T20:24:55.412902] [INFO ] [sig       ] [1727/3576] Forecasting ISD...
[2025-12-17T20:24:55.412933] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-17T20:24:55.412965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-17T20:24:55.424805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-17T20:24:55.425092] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-17T20:24:55.425892] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-17T20:24:55.425944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:55.425978] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:55.426006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:55.426064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:55.484497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:55.485132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:55.485213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:55.485245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:55.606022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:55.606154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:55.606192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:55.606221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:55.609560] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=40.91%)
[2025-12-17T20:24:55.609851] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-17T20:24:55.609972] [INFO ] [sig       ] ISD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:55.747587] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ISD.txt
[2025-12-17T20:24:55.747713] [INFO ] [sig       ] [1727/3576] Completed ISD in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:55.747750] [INFO ] [sig       ] [1728/3576] Forecasting ISRG...
[2025-12-17T20:24:55.747779] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-17T20:24:55.747808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-17T20:24:55.759116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-17T20:24:55.759412] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-17T20:24:55.760207] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-17T20:24:55.760258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:55.760289] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:55.760315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:55.760369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:55.815933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:55.816504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:55.816595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:55.816628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:55.936253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:55.936394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:55.936431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:55.936465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:55.939788] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-17T20:24:55.940048] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-17T20:24:55.940169] [INFO ] [sig       ] ISRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:56.077637] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ISRG.txt
[2025-12-17T20:24:56.077776] [INFO ] [sig       ] [1728/3576] Completed ISRG in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:56.077820] [INFO ] [sig       ] [1729/3576] Forecasting ISSC...
[2025-12-17T20:24:56.077850] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-17T20:24:56.077881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-17T20:24:56.090167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-17T20:24:56.090521] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-17T20:24:56.091319] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-17T20:24:56.091371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:56.091403] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:56.091429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:56.091485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:56.147963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:56.148699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:56.148778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:56.148812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:56.271079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:56.271236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:56.271277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:56.271306] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:56.274770] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-17T20:24:56.275045] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-17T20:24:56.275172] [INFO ] [sig       ] ISSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:56.422265] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ISSC.txt
[2025-12-17T20:24:56.422417] [INFO ] [sig       ] [1729/3576] Completed ISSC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:56.422456] [INFO ] [sig       ] [1730/3576] Forecasting ISTB...
[2025-12-17T20:24:56.422490] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-17T20:24:56.422525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-17T20:24:56.434246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-17T20:24:56.434663] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-17T20:24:56.435428] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-17T20:24:56.435479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:56.435510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:56.435537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:56.435609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:56.492188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:56.492997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:56.493107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:56.493141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:56.611705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:56.611853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:56.611893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:56.611922] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:56.615186] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-17T20:24:56.615448] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-17T20:24:56.615604] [INFO ] [sig       ] ISTB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:56.753886] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ISTB.txt
[2025-12-17T20:24:56.754058] [INFO ] [sig       ] [1730/3576] Completed ISTB in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:56.754107] [INFO ] [sig       ] [1731/3576] Forecasting ITIC...
[2025-12-17T20:24:56.754138] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-17T20:24:56.754172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-17T20:24:56.765129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-17T20:24:56.765422] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-17T20:24:56.766203] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-17T20:24:56.766257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:56.766291] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:56.766320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:56.766378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:56.822758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:56.823498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:56.823600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:56.823637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:56.925780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:56.925948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:56.925987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:56.926015] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:56.929291] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-17T20:24:56.929558] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-17T20:24:56.929707] [INFO ] [sig       ] ITIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:57.071299] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ITIC.txt
[2025-12-17T20:24:57.071462] [INFO ] [sig       ] [1731/3576] Completed ITIC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:57.071500] [INFO ] [sig       ] [1732/3576] Forecasting ITRI...
[2025-12-17T20:24:57.071529] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-17T20:24:57.071559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-17T20:24:57.084047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-17T20:24:57.084404] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-17T20:24:57.085204] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-17T20:24:57.085256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:57.085289] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:57.085316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:57.085372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:57.141504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:57.142137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:57.142214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:57.142246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:57.264034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:57.264172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:57.264247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:57.264278] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:57.267602] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-17T20:24:57.267876] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-17T20:24:57.267997] [INFO ] [sig       ] ITRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:57.405568] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ITRI.txt
[2025-12-17T20:24:57.405705] [INFO ] [sig       ] [1732/3576] Completed ITRI in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:57.405743] [INFO ] [sig       ] [1733/3576] Forecasting ITRN...
[2025-12-17T20:24:57.405773] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-17T20:24:57.405802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-17T20:24:57.416635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-17T20:24:57.416912] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-17T20:24:57.417672] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-17T20:24:57.417723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:57.417754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:57.417781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:57.417836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:57.472891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:57.473504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:57.473598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:57.473631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:57.593622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:57.593779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:57.593819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:57.593849] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:57.597229] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-17T20:24:57.597504] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-17T20:24:57.597699] [INFO ] [sig       ] ITRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:57.751181] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ITRN.txt
[2025-12-17T20:24:57.751358] [INFO ] [sig       ] [1733/3576] Completed ITRN in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:57.751400] [INFO ] [sig       ] [1734/3576] Forecasting ITUB...
[2025-12-17T20:24:57.751429] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-17T20:24:57.751460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-17T20:24:57.762506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-17T20:24:57.762784] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-17T20:24:57.763518] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-17T20:24:57.763568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:57.763619] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:57.763646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:57.763850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:57.822956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:57.823860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:57.823941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:57.823972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:57.949759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:57.949914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:57.949954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:57.949981] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:57.953245] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-17T20:24:57.953512] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-17T20:24:57.953652] [INFO ] [sig       ] ITUB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:58.092401] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ITUB.txt
[2025-12-17T20:24:58.092563] [INFO ] [sig       ] [1734/3576] Completed ITUB in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:58.092623] [INFO ] [sig       ] [1735/3576] Forecasting IUS...
[2025-12-17T20:24:58.092652] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-17T20:24:58.092684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-17T20:24:58.104441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-17T20:24:58.104851] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-17T20:24:58.105630] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-17T20:24:58.105692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:58.105724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:58.105751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:58.105805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:58.160711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:58.161301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:58.161380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:58.161411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:58.279482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:58.279614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:58.279661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:58.279695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:58.282913] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-17T20:24:58.283170] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-17T20:24:58.283288] [INFO ] [sig       ] IUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:58.421725] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IUS.txt
[2025-12-17T20:24:58.421835] [INFO ] [sig       ] [1735/3576] Completed IUS in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:58.421873] [INFO ] [sig       ] [1736/3576] Forecasting IUSB...
[2025-12-17T20:24:58.421901] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-17T20:24:58.421931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-17T20:24:58.433004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-17T20:24:58.433257] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-17T20:24:58.434007] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-17T20:24:58.434057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:58.434098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:58.434125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:58.434180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:58.489757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:58.490323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:58.490396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:58.490428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:58.608055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:58.608163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:58.608200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:58.608228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:58.611393] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-17T20:24:58.611680] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-17T20:24:58.611799] [INFO ] [sig       ] IUSB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:58.750272] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IUSB.txt
[2025-12-17T20:24:58.750381] [INFO ] [sig       ] [1736/3576] Completed IUSB in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:58.750419] [INFO ] [sig       ] [1737/3576] Forecasting IUSG...
[2025-12-17T20:24:58.750448] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-17T20:24:58.750478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-17T20:24:58.762154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-17T20:24:58.762416] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-17T20:24:58.763160] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-17T20:24:58.763210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:58.763265] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:58.763293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:58.763350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:58.819486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:58.820108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:58.820182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:58.820213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:58.939074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:58.939226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:58.939267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:58.939294] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:58.942592] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=69.35%)
[2025-12-17T20:24:58.942856] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-17T20:24:58.942977] [INFO ] [sig       ] IUSG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:24:59.084327] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IUSG.txt
[2025-12-17T20:24:59.084539] [INFO ] [sig       ] [1737/3576] Completed IUSG in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:59.084640] [INFO ] [sig       ] [1738/3576] Forecasting IVAL...
[2025-12-17T20:24:59.084701] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-17T20:24:59.084747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-17T20:24:59.097929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-17T20:24:59.098409] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-17T20:24:59.099303] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-17T20:24:59.099357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:59.099392] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:59.099430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:59.099491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:59.167013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:59.167922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:59.168003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:59.168035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:59.279916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:59.280070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:59.280110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:59.280138] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:59.283549] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-17T20:24:59.283860] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-17T20:24:59.283993] [INFO ] [sig       ] IVAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:59.426874] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IVAL.txt
[2025-12-17T20:24:59.427001] [INFO ] [sig       ] [1738/3576] Completed IVAL in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:59.427039] [INFO ] [sig       ] [1739/3576] Forecasting IVZ...
[2025-12-17T20:24:59.427069] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-17T20:24:59.427098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-17T20:24:59.438474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-17T20:24:59.438759] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-17T20:24:59.439526] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-17T20:24:59.439597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:59.439630] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:59.439656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:59.439711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:59.495199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:59.495811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:59.495887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:59.495919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:59.616733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:59.616894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:59.616935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:59.616964] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:59.620353] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-17T20:24:59.620670] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-17T20:24:59.620811] [INFO ] [sig       ] IVZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:24:59.760495] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IVZ.txt
[2025-12-17T20:24:59.760654] [INFO ] [sig       ] [1739/3576] Completed IVZ in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:24:59.760704] [INFO ] [sig       ] [1740/3576] Forecasting IX...
[2025-12-17T20:24:59.760742] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-17T20:24:59.760773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-17T20:24:59.772176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-17T20:24:59.772438] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-17T20:24:59.773210] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-17T20:24:59.773259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:24:59.773290] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:24:59.773316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:24:59.773371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:24:59.829381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:24:59.830009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:24:59.830087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:24:59.830119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:24:59.951636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:24:59.951784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:24:59.951825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:24:59.951884] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:24:59.955209] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2025-12-17T20:24:59.955479] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-17T20:24:59.955621] [INFO ] [sig       ] IX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:00.093993] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IX.txt
[2025-12-17T20:25:00.094121] [INFO ] [sig       ] [1740/3576] Completed IX in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:25:00.094159] [INFO ] [sig       ] [1741/3576] Forecasting IXUS...
[2025-12-17T20:25:00.094188] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-17T20:25:00.094217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-17T20:25:00.106818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-17T20:25:00.107238] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-17T20:25:00.108080] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-17T20:25:00.108134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:00.108167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:00.108194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:00.108251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:00.169969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:00.170917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:00.171020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:00.171054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:00.294072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:00.294251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:00.294293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:00.294321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:00.297845] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-17T20:25:00.298106] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-17T20:25:00.298233] [INFO ] [sig       ] IXUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:00.440897] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/IXUS.txt
[2025-12-17T20:25:00.441019] [INFO ] [sig       ] [1741/3576] Completed IXUS in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:25:00.441057] [INFO ] [sig       ] [1742/3576] Forecasting IZEA...
[2025-12-17T20:25:00.441084] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-17T20:25:00.441114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-17T20:25:00.452448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-17T20:25:00.452727] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-17T20:25:00.453445] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-17T20:25:00.453495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:00.453525] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:00.453552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:00.453626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:00.509655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:00.510276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:00.510353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:00.510384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:00.630981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:00.631133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:00.631173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:00.631203] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:00.634620] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-12-17T20:25:00.634909] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-17T20:25:00.635038] [INFO ] [sig       ] IZEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:00.778995] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/IZEA.txt
[2025-12-17T20:25:00.779116] [INFO ] [sig       ] [1742/3576] Completed IZEA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:25:00.779155] [INFO ] [sig       ] [1743/3576] Forecasting J...
[2025-12-17T20:25:00.779184] [INFO ] [sig       ] Generating forecast for: J
[2025-12-17T20:25:00.779214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-17T20:25:00.791037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-17T20:25:00.791300] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-17T20:25:00.792076] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-17T20:25:00.792126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:00.792157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:00.792184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:00.792238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:00.848471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:00.849332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:00.849408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:00.849440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:00.967165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:00.967303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:00.967344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:00.967388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:00.970852] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-17T20:25:00.971123] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-17T20:25:00.971247] [INFO ] [sig       ] J: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:01.121510] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/J.txt
[2025-12-17T20:25:01.187725] [INFO ] [sig       ] [1743/3576] Completed J in 0.4s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:25:01.187891] [INFO ] [sig       ] [1744/3576] Forecasting JACK...
[2025-12-17T20:25:01.187945] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-17T20:25:01.188001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-17T20:25:01.205068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-17T20:25:01.205555] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-17T20:25:01.206760] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-17T20:25:01.206832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:01.206887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:01.206935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:01.207026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:01.296184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:01.297321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:01.297450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:01.297510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:01.423752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:01.423915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:01.423956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:01.423985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:01.427529] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-12-17T20:25:01.427932] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-17T20:25:01.428080] [INFO ] [sig       ] JACK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:01.568254] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JACK.txt
[2025-12-17T20:25:01.568417] [INFO ] [sig       ] [1744/3576] Completed JACK in 0.4s | 2.92 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-17T20:25:01.568458] [INFO ] [sig       ] [1745/3576] Forecasting JAGX...
[2025-12-17T20:25:01.568486] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-17T20:25:01.568516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-17T20:25:01.579541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-17T20:25:01.579843] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-17T20:25:01.580608] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-17T20:25:01.580671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:01.580709] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:01.580739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:01.580795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:01.636766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:01.637516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:01.637609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:01.637655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:01.753711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:01.753864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:01.753906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:01.753933] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:01.757648] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-12-17T20:25:01.757921] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-17T20:25:01.758047] [INFO ] [sig       ] JAGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:01.897208] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JAGX.txt
[2025-12-17T20:25:01.897363] [INFO ] [sig       ] [1745/3576] Completed JAGX in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:01.897403] [INFO ] [sig       ] [1746/3576] Forecasting JAKK...
[2025-12-17T20:25:01.897431] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-17T20:25:01.897460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-17T20:25:01.908314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-17T20:25:01.908661] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-17T20:25:01.909428] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-17T20:25:01.909478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:01.909509] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:01.909535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:01.909613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:01.968970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:01.969944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:01.970035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:01.970070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:02.123542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:02.123736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:02.123778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:02.123808] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:02.128062] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-17T20:25:02.128437] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-17T20:25:02.128609] [INFO ] [sig       ] JAKK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:02.288377] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JAKK.txt
[2025-12-17T20:25:02.288532] [INFO ] [sig       ] [1746/3576] Completed JAKK in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:02.288589] [INFO ] [sig       ] [1747/3576] Forecasting JAMF...
[2025-12-17T20:25:02.288623] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-17T20:25:02.288652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-17T20:25:02.303336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-17T20:25:02.304019] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-17T20:25:02.305033] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-17T20:25:02.305099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:02.305141] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:02.305171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:02.305251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:02.364919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:02.366121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:02.366281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:02.366316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:02.488605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:02.488878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:02.488933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:02.488963] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:02.492939] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-17T20:25:02.493276] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-17T20:25:02.493423] [INFO ] [sig       ] JAMF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:02.638976] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JAMF.txt
[2025-12-17T20:25:02.639205] [INFO ] [sig       ] [1747/3576] Completed JAMF in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:02.639248] [INFO ] [sig       ] [1748/3576] Forecasting JANX...
[2025-12-17T20:25:02.639281] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-17T20:25:02.639312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-17T20:25:02.655729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-17T20:25:02.656306] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-17T20:25:02.657361] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-17T20:25:02.657424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:02.657465] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:02.657498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:02.657601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:02.714542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:02.715524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:02.715634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:02.715670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:02.837294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:02.837463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:02.837502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:02.837530] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:02.840938] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-17T20:25:02.841214] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-17T20:25:02.841343] [INFO ] [sig       ] JANX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:02.980683] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JANX.txt
[2025-12-17T20:25:02.980839] [INFO ] [sig       ] [1748/3576] Completed JANX in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:02.980878] [INFO ] [sig       ] [1749/3576] Forecasting JAZZ...
[2025-12-17T20:25:02.980909] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-17T20:25:02.980940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-17T20:25:02.992104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-17T20:25:02.992440] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-17T20:25:02.993232] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-17T20:25:02.993283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:02.993315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:02.993341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:02.993396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:03.048187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:03.049134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:03.049221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:03.049253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:03.167054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:03.167216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:03.167259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:03.167287] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:03.171048] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-17T20:25:03.171384] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-17T20:25:03.171524] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:03.310773] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JAZZ.txt
[2025-12-17T20:25:03.310928] [INFO ] [sig       ] [1749/3576] Completed JAZZ in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:03.310969] [INFO ] [sig       ] [1750/3576] Forecasting JBGS...
[2025-12-17T20:25:03.310998] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-17T20:25:03.311028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-17T20:25:03.323191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-17T20:25:03.323528] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-17T20:25:03.324292] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-17T20:25:03.324343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:03.324375] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:03.324401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:03.324457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:03.380439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:03.381332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:03.381416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:03.381449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:03.505292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:03.505456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:03.505498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:03.505527] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:03.509050] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-12-17T20:25:03.509334] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-17T20:25:03.509463] [INFO ] [sig       ] JBGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:03.662546] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JBGS.txt
[2025-12-17T20:25:03.662752] [INFO ] [sig       ] [1750/3576] Completed JBGS in 0.4s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:03.662809] [INFO ] [sig       ] [1751/3576] Forecasting JBI...
[2025-12-17T20:25:03.662843] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-17T20:25:03.662884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-17T20:25:03.675123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-17T20:25:03.675474] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-17T20:25:03.676343] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-17T20:25:03.676395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:03.676427] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:03.676454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:03.676509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:03.736191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:03.737024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:03.737106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:03.737140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:03.859147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:03.859310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:03.859350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:03.859378] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:03.862769] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=15.10%)
[2025-12-17T20:25:03.863040] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-17T20:25:03.863162] [INFO ] [sig       ] JBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:04.000561] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JBI.txt
[2025-12-17T20:25:04.000742] [INFO ] [sig       ] [1751/3576] Completed JBI in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:04.000791] [INFO ] [sig       ] [1752/3576] Forecasting JBL...
[2025-12-17T20:25:04.000826] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-17T20:25:04.000862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-17T20:25:04.012341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-17T20:25:04.012716] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-17T20:25:04.013487] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-17T20:25:04.013537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:04.013587] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:04.013617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:04.013677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:04.068438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:04.069329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:04.069414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:04.069447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:04.191646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:04.191804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:04.191844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:04.191875] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:04.195244] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-17T20:25:04.195523] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-17T20:25:04.195671] [INFO ] [sig       ] JBL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:04.334209] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JBL.txt
[2025-12-17T20:25:04.334354] [INFO ] [sig       ] [1752/3576] Completed JBL in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:04.334394] [INFO ] [sig       ] [1753/3576] Forecasting JBND...
[2025-12-17T20:25:04.334423] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-17T20:25:04.334453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-17T20:25:04.345234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-17T20:25:04.345551] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-17T20:25:04.346321] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-17T20:25:04.346371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:04.346401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:04.346426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:04.346481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:04.405234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:04.406072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:04.406156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:04.406188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:04.520331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:04.520491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:04.520531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:04.520560] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:04.523934] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-17T20:25:04.524202] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-17T20:25:04.524326] [INFO ] [sig       ] JBND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:04.666367] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JBND.txt
[2025-12-17T20:25:04.666516] [INFO ] [sig       ] [1753/3576] Completed JBND in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:04.666556] [INFO ] [sig       ] [1754/3576] Forecasting JBSS...
[2025-12-17T20:25:04.666613] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-17T20:25:04.666656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-17T20:25:04.677855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-17T20:25:04.678190] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-17T20:25:04.679098] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-17T20:25:04.679149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:04.679207] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:04.679235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:04.679293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:04.737634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:04.738442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:04.738527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:04.738561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:04.862674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:04.862831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:04.862871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:04.862900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:04.866367] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-12-17T20:25:04.866666] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-17T20:25:04.866795] [INFO ] [sig       ] JBSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:05.009775] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JBSS.txt
[2025-12-17T20:25:05.009913] [INFO ] [sig       ] [1754/3576] Completed JBSS in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:05.009951] [INFO ] [sig       ] [1755/3576] Forecasting JCE...
[2025-12-17T20:25:05.009980] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-17T20:25:05.010010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-17T20:25:05.020827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-17T20:25:05.021175] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-17T20:25:05.021994] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-17T20:25:05.022045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:05.022078] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:05.022106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:05.022163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:05.079385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:05.080309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:05.080411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:05.080445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:05.195855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:05.196009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:05.196049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:05.196079] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:05.199394] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-17T20:25:05.199708] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-17T20:25:05.199857] [INFO ] [sig       ] JCE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:05.336334] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JCE.txt
[2025-12-17T20:25:05.336475] [INFO ] [sig       ] [1755/3576] Completed JCE in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:05.336514] [INFO ] [sig       ] [1756/3576] Forecasting JCI...
[2025-12-17T20:25:05.336542] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-17T20:25:05.336588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-17T20:25:05.347850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-17T20:25:05.348199] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-17T20:25:05.349054] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-17T20:25:05.349105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:05.349139] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:05.349165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:05.349221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:05.404693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:05.405452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:05.405534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:05.405566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:05.523757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:05.523942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:05.523981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:05.524008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:05.527308] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-17T20:25:05.527587] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-17T20:25:05.527712] [INFO ] [sig       ] JCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:05.667796] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JCI.txt
[2025-12-17T20:25:05.667935] [INFO ] [sig       ] [1756/3576] Completed JCI in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:05.667975] [INFO ] [sig       ] [1757/3576] Forecasting JD...
[2025-12-17T20:25:05.668003] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-17T20:25:05.668033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-17T20:25:05.679779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-17T20:25:05.680077] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-17T20:25:05.680871] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-17T20:25:05.680921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:05.680952] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:05.680979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:05.681034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:05.739983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:05.740897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:05.740978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:05.741010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:05.861525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:05.861708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:05.861755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:05.861785] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:05.865237] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-17T20:25:05.865523] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-17T20:25:05.865670] [INFO ] [sig       ] JD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:06.004999] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JD.txt
[2025-12-17T20:25:06.005128] [INFO ] [sig       ] [1757/3576] Completed JD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:06.005171] [INFO ] [sig       ] [1758/3576] Forecasting JDZG...
[2025-12-17T20:25:06.005200] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-17T20:25:06.005232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-17T20:25:06.016952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-17T20:25:06.017262] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-17T20:25:06.018017] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-17T20:25:06.018067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:06.018098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:06.018123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:06.018177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:06.072777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:06.073435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:06.073514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:06.073545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:06.193118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:06.193279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:06.193320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:06.193349] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:06.196872] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-12-17T20:25:06.197144] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-17T20:25:06.197273] [INFO ] [sig       ] JDZG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:06.338003] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JDZG.txt
[2025-12-17T20:25:06.338149] [INFO ] [sig       ] [1758/3576] Completed JDZG in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:06.338189] [INFO ] [sig       ] [1759/3576] Forecasting JEF...
[2025-12-17T20:25:06.338217] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-17T20:25:06.338247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-17T20:25:06.350422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-17T20:25:06.350757] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-17T20:25:06.351538] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-17T20:25:06.351611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:06.351644] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:06.351671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:06.351727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:06.406906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:06.407608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:06.407688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:06.407724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:06.532355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:06.532516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:06.532556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:06.532605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:06.536000] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-17T20:25:06.536275] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-17T20:25:06.536401] [INFO ] [sig       ] JEF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:06.675046] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JEF.txt
[2025-12-17T20:25:06.675185] [INFO ] [sig       ] [1759/3576] Completed JEF in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:06.675224] [INFO ] [sig       ] [1760/3576] Forecasting JELD...
[2025-12-17T20:25:06.675252] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-17T20:25:06.675281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-17T20:25:06.686283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-17T20:25:06.686625] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-17T20:25:06.687376] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-17T20:25:06.687426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:06.687467] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:06.687495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:06.687550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:06.742453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:06.743154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:06.743235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:06.743269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:06.866134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:06.866304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:06.866348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:06.866378] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:06.869952] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-17T20:25:06.870241] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-17T20:25:06.870373] [INFO ] [sig       ] JELD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:07.008519] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JELD.txt
[2025-12-17T20:25:07.008670] [INFO ] [sig       ] [1760/3576] Completed JELD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:07.008713] [INFO ] [sig       ] [1761/3576] Forecasting JEPQ...
[2025-12-17T20:25:07.008746] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-17T20:25:07.008776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-17T20:25:07.020790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-17T20:25:07.021179] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-17T20:25:07.021959] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-17T20:25:07.022012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:07.022045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:07.022072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:07.022127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:07.077685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:07.078531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:07.078632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:07.078666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:07.203543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:07.203727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:07.203770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:07.203799] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:07.207281] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=31.27%)
[2025-12-17T20:25:07.207603] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-17T20:25:07.207738] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:07.346763] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JEPQ.txt
[2025-12-17T20:25:07.346922] [INFO ] [sig       ] [1761/3576] Completed JEPQ in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-17T20:25:07.346960] [INFO ] [sig       ] [1762/3576] Forecasting JFIN...
[2025-12-17T20:25:07.346990] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-17T20:25:07.347020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-17T20:25:07.358427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-17T20:25:07.358699] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-17T20:25:07.359463] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-17T20:25:07.359513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:07.359544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:07.359594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:07.359653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:07.416619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:07.417518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:07.417623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:07.417661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:07.537598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:07.537761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:07.537802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:07.537830] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:07.541252] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-17T20:25:07.541599] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-17T20:25:07.541738] [INFO ] [sig       ] JFIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:07.682465] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JFIN.txt
[2025-12-17T20:25:07.682639] [INFO ] [sig       ] [1762/3576] Completed JFIN in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:07.682681] [INFO ] [sig       ] [1763/3576] Forecasting JGLO...
[2025-12-17T20:25:07.682712] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-17T20:25:07.682741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-17T20:25:07.694394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-17T20:25:07.694694] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-17T20:25:07.695452] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-17T20:25:07.695503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:07.695535] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:07.695562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:07.695645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:07.752147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:07.753008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:07.753090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:07.753123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:07.871386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:07.871549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:07.871608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:07.871641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:07.875103] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-17T20:25:07.875373] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-17T20:25:07.875499] [INFO ] [sig       ] JGLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:08.016421] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JGLO.txt
[2025-12-17T20:25:08.016592] [INFO ] [sig       ] [1763/3576] Completed JGLO in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:08.016640] [INFO ] [sig       ] [1764/3576] Forecasting JHG...
[2025-12-17T20:25:08.016672] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-17T20:25:08.016702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-17T20:25:08.028050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-17T20:25:08.028410] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-17T20:25:08.029210] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-17T20:25:08.029260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:08.029291] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:08.029317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:08.029372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:08.084061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:08.084858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:08.084964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:08.084997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:08.202491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:08.202663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:08.202704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:08.202733] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:08.206061] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-12-17T20:25:08.206343] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-17T20:25:08.206472] [INFO ] [sig       ] JHG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:08.347606] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JHG.txt
[2025-12-17T20:25:08.347746] [INFO ] [sig       ] [1764/3576] Completed JHG in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:08.347785] [INFO ] [sig       ] [1765/3576] Forecasting JHI...
[2025-12-17T20:25:08.347817] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-17T20:25:08.347850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-17T20:25:08.358650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-17T20:25:08.358927] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-17T20:25:08.359695] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-17T20:25:08.359755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:08.359801] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:08.359834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:08.359902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:08.416039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:08.416908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:08.416994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:08.417026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:08.525824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:08.525978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:08.526016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:08.526045] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:08.529359] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-17T20:25:08.529641] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-17T20:25:08.529785] [INFO ] [sig       ] JHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:08.669769] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JHI.txt
[2025-12-17T20:25:08.669924] [INFO ] [sig       ] [1765/3576] Completed JHI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:08.669963] [INFO ] [sig       ] [1766/3576] Forecasting JHX...
[2025-12-17T20:25:08.669994] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-17T20:25:08.670024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-17T20:25:08.681954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-17T20:25:08.682271] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-17T20:25:08.683031] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-17T20:25:08.683082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:08.683112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:08.683138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:08.683193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:08.739220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:08.740091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:08.740176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:08.740208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:08.857697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:08.857861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:08.857900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:08.857927] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:08.861264] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-17T20:25:08.861546] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-17T20:25:08.861694] [INFO ] [sig       ] JHX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:09.002280] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JHX.txt
[2025-12-17T20:25:09.002422] [INFO ] [sig       ] [1766/3576] Completed JHX in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:09.002461] [INFO ] [sig       ] [1767/3576] Forecasting JILL...
[2025-12-17T20:25:09.002490] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-17T20:25:09.002520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-17T20:25:09.014118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-17T20:25:09.014481] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-17T20:25:09.015250] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-17T20:25:09.015301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:09.015332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:09.015358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:09.015412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:09.071359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:09.072206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:09.072285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:09.072316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:09.186296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:09.186453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:09.186509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:09.186539] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:09.189840] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-17T20:25:09.190102] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-17T20:25:09.190221] [INFO ] [sig       ] JILL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:09.327964] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JILL.txt
[2025-12-17T20:25:09.328150] [INFO ] [sig       ] [1767/3576] Completed JILL in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:09.328189] [INFO ] [sig       ] [1768/3576] Forecasting JIVE...
[2025-12-17T20:25:09.328219] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-17T20:25:09.328249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-17T20:25:09.341661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-17T20:25:09.342134] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-17T20:25:09.343152] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-17T20:25:09.343210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:09.343246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:09.343299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:09.343362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:09.400934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:09.401880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:09.401980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:09.402013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:09.524727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:09.524992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:09.525046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:09.525093] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:09.529214] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-17T20:25:09.529528] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-17T20:25:09.529690] [INFO ] [sig       ] JIVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:09.675181] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JIVE.txt
[2025-12-17T20:25:09.675347] [INFO ] [sig       ] [1768/3576] Completed JIVE in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:09.675387] [INFO ] [sig       ] [1769/3576] Forecasting JJSF...
[2025-12-17T20:25:09.675416] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-17T20:25:09.675448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-17T20:25:09.688377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-17T20:25:09.688747] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-17T20:25:09.689563] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-17T20:25:09.689630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:09.689661] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:09.689687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:09.689742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:09.748247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:09.749152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:09.749258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:09.749293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:09.870251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:09.870418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:09.870460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:09.870490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:09.873996] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-17T20:25:09.874268] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-17T20:25:09.874396] [INFO ] [sig       ] JJSF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:10.014705] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JJSF.txt
[2025-12-17T20:25:10.014862] [INFO ] [sig       ] [1769/3576] Completed JJSF in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:10.014901] [INFO ] [sig       ] [1770/3576] Forecasting JKHY...
[2025-12-17T20:25:10.014931] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-17T20:25:10.014961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-17T20:25:10.026745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-17T20:25:10.027124] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-17T20:25:10.027928] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-17T20:25:10.027981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:10.028015] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:10.028042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:10.028099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:10.085922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:10.086825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:10.086909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:10.086942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:10.210474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:10.210657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:10.210723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:10.210764] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:10.214191] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-17T20:25:10.214492] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-17T20:25:10.214645] [INFO ] [sig       ] JKHY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:10.358412] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JKHY.txt
[2025-12-17T20:25:10.358561] [INFO ] [sig       ] [1770/3576] Completed JKHY in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:10.358622] [INFO ] [sig       ] [1771/3576] Forecasting JKS...
[2025-12-17T20:25:10.358653] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-17T20:25:10.358683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-17T20:25:10.370659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-17T20:25:10.370955] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-17T20:25:10.371738] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-17T20:25:10.371791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:10.371869] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:10.371906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:10.371977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:10.429693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:10.430604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:10.430687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:10.430721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:10.551840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:10.552001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:10.552043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:10.552071] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:10.555650] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-17T20:25:10.555979] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-17T20:25:10.556119] [INFO ] [sig       ] JKS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:10.698917] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JKS.txt
[2025-12-17T20:25:10.699055] [INFO ] [sig       ] [1771/3576] Completed JKS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:10.699093] [INFO ] [sig       ] [1772/3576] Forecasting JLL...
[2025-12-17T20:25:10.699121] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-17T20:25:10.699153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-17T20:25:10.710308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-17T20:25:10.710560] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-17T20:25:10.711317] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-17T20:25:10.711379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:10.711415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:10.711447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:10.711514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:10.769430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:10.770310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:10.770392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:10.770427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:10.894164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:10.894319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:10.894358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:10.894387] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:10.897837] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-17T20:25:10.898131] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-17T20:25:10.898256] [INFO ] [sig       ] JLL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:11.039342] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JLL.txt
[2025-12-17T20:25:11.039488] [INFO ] [sig       ] [1772/3576] Completed JLL in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:11.039527] [INFO ] [sig       ] [1773/3576] Forecasting JLS...
[2025-12-17T20:25:11.039558] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-17T20:25:11.039607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-17T20:25:11.050797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-17T20:25:11.051132] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-17T20:25:11.051899] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-17T20:25:11.051949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:11.051980] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:11.052005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:11.052059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:11.106419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:11.107091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:11.107169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:11.107201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:11.215223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:11.215378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:11.215416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:11.215446] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:11.218803] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-17T20:25:11.219095] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-17T20:25:11.219216] [INFO ] [sig       ] JLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:11.355537] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JLS.txt
[2025-12-17T20:25:11.355687] [INFO ] [sig       ] [1773/3576] Completed JLS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:11.355725] [INFO ] [sig       ] [1774/3576] Forecasting JMIA...
[2025-12-17T20:25:11.355754] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-17T20:25:11.355791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-17T20:25:11.367091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-17T20:25:11.367388] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-17T20:25:11.368140] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-17T20:25:11.368191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:11.368222] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:11.368248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:11.368303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:11.423174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:11.423906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:11.424002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:11.424034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:11.544263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:11.544423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:11.544463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:11.544540] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:11.548183] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-17T20:25:11.548500] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-17T20:25:11.548661] [INFO ] [sig       ] JMIA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:11.690667] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JMIA.txt
[2025-12-17T20:25:11.690817] [INFO ] [sig       ] [1774/3576] Completed JMIA in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:11.690867] [INFO ] [sig       ] [1775/3576] Forecasting JMSB...
[2025-12-17T20:25:11.690913] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-17T20:25:11.690953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-17T20:25:11.702544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-17T20:25:11.702877] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-17T20:25:11.703771] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-17T20:25:11.703822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:11.703854] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:11.703880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:11.703935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:11.762875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:11.763733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:11.763818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:11.763850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:11.871114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:11.871267] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:25:11.871311] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:11.871340] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:11.874760] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-17T20:25:11.875059] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-17T20:25:11.875183] [INFO ] [sig       ] JMSB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:12.021392] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JMSB.txt
[2025-12-17T20:25:12.021537] [INFO ] [sig       ] [1775/3576] Completed JMSB in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:12.021594] [INFO ] [sig       ] [1776/3576] Forecasting JNJ...
[2025-12-17T20:25:12.021628] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-17T20:25:12.021662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-17T20:25:12.033598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-17T20:25:12.033887] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-17T20:25:12.034685] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-17T20:25:12.034737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:12.034773] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:12.034808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:12.034868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:12.092999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:12.093740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:12.093822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:12.093857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:12.220022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:12.220179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:12.220221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:12.220251] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:12.223666] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-17T20:25:12.223960] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-17T20:25:12.224088] [INFO ] [sig       ] JNJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:12.365133] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JNJ.txt
[2025-12-17T20:25:12.365270] [INFO ] [sig       ] [1776/3576] Completed JNJ in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:12.365308] [INFO ] [sig       ] [1777/3576] Forecasting JOBY...
[2025-12-17T20:25:12.365337] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-17T20:25:12.365368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-17T20:25:12.376897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-17T20:25:12.377233] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-17T20:25:12.378012] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-17T20:25:12.378064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:12.378094] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:12.378120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:12.378175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:12.434612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:12.435404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:12.435487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:12.435519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:12.558386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:12.558541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:12.558598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:12.558629] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:12.561924] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2025-12-17T20:25:12.562188] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-17T20:25:12.562310] [INFO ] [sig       ] JOBY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:12.699871] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JOBY.txt
[2025-12-17T20:25:12.700021] [INFO ] [sig       ] [1777/3576] Completed JOBY in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:12.700058] [INFO ] [sig       ] [1778/3576] Forecasting JOE...
[2025-12-17T20:25:12.700088] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-17T20:25:12.700118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-17T20:25:12.711369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-17T20:25:12.711757] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-17T20:25:12.712518] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-17T20:25:12.712589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:12.712624] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:12.712651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:12.712706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:12.772944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:12.773870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:12.773985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:12.774032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:12.898377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:12.898532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:12.898590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:12.898668] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:12.901983] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2025-12-17T20:25:12.902248] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-17T20:25:12.902372] [INFO ] [sig       ] JOE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:13.038684] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JOE.txt
[2025-12-17T20:25:13.038824] [INFO ] [sig       ] [1778/3576] Completed JOE in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-17T20:25:13.038885] [INFO ] [sig       ] [1779/3576] Forecasting JOF...
[2025-12-17T20:25:13.038915] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-17T20:25:13.038946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-17T20:25:13.050105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-17T20:25:13.050416] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-17T20:25:13.051169] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-17T20:25:13.051221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:13.051251] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:13.051278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:13.051337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:13.105502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:13.106233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:13.106312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:13.106343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:13.220596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:13.220758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:13.220796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:13.220826] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:13.224123] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-17T20:25:13.224395] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-17T20:25:13.224519] [INFO ] [sig       ] JOF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:13.361930] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JOF.txt
[2025-12-17T20:25:13.362072] [INFO ] [sig       ] [1779/3576] Completed JOF in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-17T20:25:13.362112] [INFO ] [sig       ] [1780/3576] Forecasting JPC...
[2025-12-17T20:25:13.362142] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-17T20:25:13.362171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-17T20:25:13.373684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-17T20:25:13.373983] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-17T20:25:13.374740] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-17T20:25:13.374791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:13.374821] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:13.374851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:13.374919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:13.430379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:13.431299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:13.431381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:13.431432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:13.546290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:13.546442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:13.546481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:13.546509] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:13.549793] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-17T20:25:13.550055] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-17T20:25:13.550177] [INFO ] [sig       ] JPC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:13.686988] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JPC.txt
[2025-12-17T20:25:13.687122] [INFO ] [sig       ] [1780/3576] Completed JPC in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:13.687160] [INFO ] [sig       ] [1781/3576] Forecasting JPEF...
[2025-12-17T20:25:13.687189] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-17T20:25:13.687218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-17T20:25:13.698514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-17T20:25:13.698847] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-17T20:25:13.699647] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-17T20:25:13.699698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:13.699728] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:13.699755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:13.699810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:13.754349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:13.755170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:13.755281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:13.755314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:13.871192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:13.871345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:13.871387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:13.871415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:13.874713] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-17T20:25:13.874981] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-17T20:25:13.875104] [INFO ] [sig       ] JPEF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:14.011727] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JPEF.txt
[2025-12-17T20:25:14.011860] [INFO ] [sig       ] [1781/3576] Completed JPEF in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:14.011898] [INFO ] [sig       ] [1782/3576] Forecasting JPM...
[2025-12-17T20:25:14.011931] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-17T20:25:14.011962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-17T20:25:14.023160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-17T20:25:14.023492] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-17T20:25:14.024242] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-17T20:25:14.024293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:14.024324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:14.024351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:14.024418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:14.079015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:14.079690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:14.079767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:14.079800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:14.202304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:14.202463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:14.202504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:14.202532] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:14.205806] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-17T20:25:14.206072] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-17T20:25:14.206195] [INFO ] [sig       ] JPM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:14.345150] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JPM.txt
[2025-12-17T20:25:14.345299] [INFO ] [sig       ] [1782/3576] Completed JPM in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:14.345339] [INFO ] [sig       ] [1783/3576] Forecasting JQC...
[2025-12-17T20:25:14.345369] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-17T20:25:14.345402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-17T20:25:14.356857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-17T20:25:14.357179] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-17T20:25:14.357973] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-17T20:25:14.358026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:14.358057] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:14.358082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:14.358137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:14.413195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:14.413944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:14.414023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:14.414056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:14.537702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:14.537856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:14.537896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:14.537924] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:14.541346] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-17T20:25:14.541634] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-17T20:25:14.541760] [INFO ] [sig       ] JQC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:14.681353] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JQC.txt
[2025-12-17T20:25:14.681487] [INFO ] [sig       ] [1783/3576] Completed JQC in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:14.681527] [INFO ] [sig       ] [1784/3576] Forecasting JRI...
[2025-12-17T20:25:14.681557] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-17T20:25:14.681606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-17T20:25:14.693660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-17T20:25:14.694015] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-17T20:25:14.694795] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-17T20:25:14.694859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:14.694893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:14.694926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:14.694995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:14.750170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:14.750940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:14.751021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:14.751053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:14.866696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:14.866848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:14.866893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:14.866928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:14.870273] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-12-17T20:25:14.870539] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-17T20:25:14.870680] [INFO ] [sig       ] JRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:15.024079] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JRI.txt
[2025-12-17T20:25:15.024260] [INFO ] [sig       ] [1784/3576] Completed JRI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:15.024302] [INFO ] [sig       ] [1785/3576] Forecasting JRS...
[2025-12-17T20:25:15.024332] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-17T20:25:15.024362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-17T20:25:15.035923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-17T20:25:15.036296] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-17T20:25:15.037106] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-17T20:25:15.037157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:15.037189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:15.037215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:15.037269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:15.093249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:15.094148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:15.094236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:15.094269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:15.211504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:15.211680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:15.211720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:15.211749] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:15.215066] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-17T20:25:15.215331] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-17T20:25:15.215452] [INFO ] [sig       ] JRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:15.353858] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JRS.txt
[2025-12-17T20:25:15.354006] [INFO ] [sig       ] [1785/3576] Completed JRS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:15.354052] [INFO ] [sig       ] [1786/3576] Forecasting JSM...
[2025-12-17T20:25:15.354087] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-17T20:25:15.354120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-17T20:25:15.365364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-17T20:25:15.365690] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-17T20:25:15.366438] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-17T20:25:15.366490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:15.366522] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:15.366550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:15.366628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:15.422121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:15.422874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:15.422953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:15.422987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:15.533676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:15.533832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:15.533871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:15.533900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:15.537174] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2025-12-17T20:25:15.537440] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-17T20:25:15.537561] [INFO ] [sig       ] JSM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:15.679474] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JSM.txt
[2025-12-17T20:25:15.679648] [INFO ] [sig       ] [1786/3576] Completed JSM in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:15.679691] [INFO ] [sig       ] [1787/3576] Forecasting JSMD...
[2025-12-17T20:25:15.679723] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-17T20:25:15.679755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-17T20:25:15.691070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-17T20:25:15.691366] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-17T20:25:15.692140] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-17T20:25:15.692193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:15.692226] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:15.692252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:15.692307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:15.747480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:15.748219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:15.748300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:15.748333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:15.872935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:15.873090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:15.873130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:15.873159] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:15.876468] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-17T20:25:15.876752] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-17T20:25:15.876876] [INFO ] [sig       ] JSMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:16.014120] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JSMD.txt
[2025-12-17T20:25:16.014262] [INFO ] [sig       ] [1787/3576] Completed JSMD in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:16.014300] [INFO ] [sig       ] [1788/3576] Forecasting JSML...
[2025-12-17T20:25:16.014329] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-17T20:25:16.014360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-17T20:25:16.025406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-17T20:25:16.025719] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-17T20:25:16.026445] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-17T20:25:16.026496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:16.026552] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:16.026603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:16.026661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:16.080821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:16.081525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:16.081624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:16.081658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:16.196218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:16.196376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:16.196415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:16.196442] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:16.199752] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-17T20:25:16.200022] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-17T20:25:16.200144] [INFO ] [sig       ] JSML: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:16.335918] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JSML.txt
[2025-12-17T20:25:16.336061] [INFO ] [sig       ] [1788/3576] Completed JSML in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:16.336099] [INFO ] [sig       ] [1789/3576] Forecasting JTAI...
[2025-12-17T20:25:16.336127] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-17T20:25:16.336158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-17T20:25:16.347348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-17T20:25:16.347662] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-17T20:25:16.348402] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-17T20:25:16.348452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:16.348482] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:16.348508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:16.348562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:16.402921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:16.403750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:16.403832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:16.403865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:16.522004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:16.522159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:16.522198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:16.522226] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:16.525506] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-12-17T20:25:16.525809] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-17T20:25:16.525935] [INFO ] [sig       ] JTAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:16.662370] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JTAI.txt
[2025-12-17T20:25:16.662513] [INFO ] [sig       ] [1789/3576] Completed JTAI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:16.662551] [INFO ] [sig       ] [1790/3576] Forecasting JTEK...
[2025-12-17T20:25:16.662600] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-17T20:25:16.662632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-17T20:25:16.673712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-17T20:25:16.674037] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-17T20:25:16.674817] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-17T20:25:16.674869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:16.674901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:16.674927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:16.674982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:16.729013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:16.729761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:16.729841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:16.729873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:16.846907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:16.847069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:16.847110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:16.847139] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:16.850524] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-17T20:25:16.850829] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-17T20:25:16.850963] [INFO ] [sig       ] JTEK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:16.987164] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JTEK.txt
[2025-12-17T20:25:16.987304] [INFO ] [sig       ] [1790/3576] Completed JTEK in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:16.987344] [INFO ] [sig       ] [1791/3576] Forecasting JVA...
[2025-12-17T20:25:16.987374] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-17T20:25:16.987405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-17T20:25:16.998466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-17T20:25:16.998811] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-17T20:25:16.999608] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-17T20:25:16.999658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:16.999689] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:16.999714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:16.999769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:17.054797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:17.055678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:17.055765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:17.055797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:17.175507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:17.175698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:17.175739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:17.175801] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:17.179150] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=92.91%)
[2025-12-17T20:25:17.179425] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-17T20:25:17.179555] [INFO ] [sig       ] JVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:17.317919] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/JVA.txt
[2025-12-17T20:25:17.318054] [INFO ] [sig       ] [1791/3576] Completed JVA in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:17.318092] [INFO ] [sig       ] [1792/3576] Forecasting JXN...
[2025-12-17T20:25:17.318123] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-17T20:25:17.318154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-17T20:25:17.329226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-17T20:25:17.329545] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-17T20:25:17.330301] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-17T20:25:17.330352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:17.330383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:17.330409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:17.330470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:17.385604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:17.386358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:17.386441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:17.386472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:17.509338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:17.509498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:17.509540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:17.509587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:17.512941] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-17T20:25:17.513209] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-17T20:25:17.513330] [INFO ] [sig       ] JXN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:17.650567] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/JXN.txt
[2025-12-17T20:25:17.650728] [INFO ] [sig       ] [1792/3576] Completed JXN in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:17.650768] [INFO ] [sig       ] [1793/3576] Forecasting KAI...
[2025-12-17T20:25:17.650799] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-17T20:25:17.650831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-17T20:25:17.662639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-17T20:25:17.662976] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-17T20:25:17.663806] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-17T20:25:17.663859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:17.663890] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:17.663917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:17.663975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:17.719780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:17.720551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:17.720651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:17.720684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:17.843620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:17.843786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:17.843827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:17.843856] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:17.847262] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-17T20:25:17.847539] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-17T20:25:17.847693] [INFO ] [sig       ] KAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:17.987331] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KAI.txt
[2025-12-17T20:25:17.987488] [INFO ] [sig       ] [1793/3576] Completed KAI in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:17.987529] [INFO ] [sig       ] [1794/3576] Forecasting KARO...
[2025-12-17T20:25:17.987561] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-17T20:25:17.987614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-17T20:25:17.999381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-17T20:25:17.999748] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-17T20:25:18.000508] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-17T20:25:18.000560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:18.000617] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:18.000645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:18.000702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:18.060502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:18.061341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:18.061437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:18.061473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:18.186386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:18.186546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:18.186604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:18.186636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:18.190245] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-17T20:25:18.190538] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-17T20:25:18.190689] [INFO ] [sig       ] KARO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:18.344873] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KARO.txt
[2025-12-17T20:25:18.345066] [INFO ] [sig       ] [1794/3576] Completed KARO in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:18.345129] [INFO ] [sig       ] [1795/3576] Forecasting KB...
[2025-12-17T20:25:18.345179] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-17T20:25:18.345230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-17T20:25:18.357229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-17T20:25:18.357568] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-17T20:25:18.358395] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-17T20:25:18.358448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:18.358501] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:18.358546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:18.358638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:18.418431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:18.419320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:18.419411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:18.419445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:18.548567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:18.548740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:18.548782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:18.548811] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:18.552336] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-12-17T20:25:18.552643] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-17T20:25:18.552792] [INFO ] [sig       ] KB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:18.703905] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KB.txt
[2025-12-17T20:25:18.704056] [INFO ] [sig       ] [1795/3576] Completed KB in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-17T20:25:18.704097] [INFO ] [sig       ] [1796/3576] Forecasting KBH...
[2025-12-17T20:25:18.704128] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-17T20:25:18.704159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-17T20:25:18.716034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-17T20:25:18.716405] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-17T20:25:18.717247] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-17T20:25:18.717300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:18.717332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:18.717360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:18.717420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:18.777341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:18.778133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:18.778233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:18.778276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:18.905561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:18.905756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:18.905810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:18.905848] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:18.909626] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-12-17T20:25:18.909927] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-17T20:25:18.910087] [INFO ] [sig       ] KBH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:19.054342] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KBH.txt
[2025-12-17T20:25:19.054482] [INFO ] [sig       ] [1796/3576] Completed KBH in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-17T20:25:19.054523] [INFO ] [sig       ] [1797/3576] Forecasting KBWB...
[2025-12-17T20:25:19.054554] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-17T20:25:19.054606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-17T20:25:19.066704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-17T20:25:19.067095] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-17T20:25:19.067947] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-17T20:25:19.067999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:19.068031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:19.068059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:19.068116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:19.127734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:19.128529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:19.128638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:19.128673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:19.258270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:19.258427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:19.258470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:19.258499] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:19.261903] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-17T20:25:19.262181] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-17T20:25:19.262309] [INFO ] [sig       ] KBWB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:19.406592] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KBWB.txt
[2025-12-17T20:25:19.406751] [INFO ] [sig       ] [1797/3576] Completed KBWB in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-17T20:25:19.406808] [INFO ] [sig       ] [1798/3576] Forecasting KBWD...
[2025-12-17T20:25:19.406856] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-17T20:25:19.406901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-17T20:25:19.419261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-17T20:25:19.419629] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-17T20:25:19.420499] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-17T20:25:19.420563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:19.420642] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:19.420681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:19.420740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:19.479443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:19.480244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:19.480365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:19.480405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:19.608215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:19.608372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:19.608414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:19.608444] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:19.611989] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-17T20:25:19.612292] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-17T20:25:19.612419] [INFO ] [sig       ] KBWD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:19.761132] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KBWD.txt
[2025-12-17T20:25:19.761280] [INFO ] [sig       ] [1798/3576] Completed KBWD in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:19.761325] [INFO ] [sig       ] [1799/3576] Forecasting KBWP...
[2025-12-17T20:25:19.761357] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-17T20:25:19.761390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-17T20:25:19.773636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-17T20:25:19.773975] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-17T20:25:19.774801] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-17T20:25:19.774855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:19.774887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:19.774914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:19.774971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:19.834191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:19.835059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:19.835144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:19.835177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:19.953672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:19.953835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:19.953891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:19.953922] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:19.957338] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=64.08%)
[2025-12-17T20:25:19.957630] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-17T20:25:19.957757] [INFO ] [sig       ] KBWP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:20.106532] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KBWP.txt
[2025-12-17T20:25:20.106717] [INFO ] [sig       ] [1799/3576] Completed KBWP in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:20.106776] [INFO ] [sig       ] [1800/3576] Forecasting KBWY...
[2025-12-17T20:25:20.106822] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-17T20:25:20.106857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-17T20:25:20.119250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-17T20:25:20.119621] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-17T20:25:20.120429] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-17T20:25:20.120481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:20.120513] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:20.120539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:20.120619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:20.178451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:20.179288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:20.179380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:20.179414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:20.296306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:20.296465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:20.296507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:20.296537] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:20.299891] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-17T20:25:20.300157] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-17T20:25:20.300299] [INFO ] [sig       ] KBWY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:20.438279] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KBWY.txt
[2025-12-17T20:25:20.438383] [INFO ] [sig       ] [1800/3576] Completed KBWY in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:20.438419] [INFO ] [sig       ] [1801/3576] Forecasting KC...
[2025-12-17T20:25:20.438448] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-17T20:25:20.438478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-17T20:25:20.449857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-17T20:25:20.450124] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-17T20:25:20.450878] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-17T20:25:20.450929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:20.450960] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:20.450987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:20.451041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:20.506221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:20.506813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:20.506887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:20.506918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:20.631319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:20.631435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:20.631471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:20.631498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:20.634675] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-17T20:25:20.634933] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-17T20:25:20.635052] [INFO ] [sig       ] KC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:20.772882] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KC.txt
[2025-12-17T20:25:20.773006] [INFO ] [sig       ] [1801/3576] Completed KC in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:20.773043] [INFO ] [sig       ] [1802/3576] Forecasting KD...
[2025-12-17T20:25:20.773072] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-17T20:25:20.773102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-17T20:25:20.784255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-17T20:25:20.784520] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-17T20:25:20.785271] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-17T20:25:20.785321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:20.785352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:20.785378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:20.785433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:20.840663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:20.841215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:20.841292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:20.841323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:20.961359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:20.961479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:20.961516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:20.961561] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:20.964689] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-17T20:25:20.964946] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-17T20:25:20.965065] [INFO ] [sig       ] KD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:21.104800] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KD.txt
[2025-12-17T20:25:21.104960] [INFO ] [sig       ] [1802/3576] Completed KD in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:21.105000] [INFO ] [sig       ] [1803/3576] Forecasting KDP...
[2025-12-17T20:25:21.105028] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-17T20:25:21.105060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-17T20:25:21.120332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-17T20:25:21.120870] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-17T20:25:21.121995] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-17T20:25:21.122064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:21.122115] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:21.122161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:21.122254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:21.201379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:21.202339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:21.202447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:21.202485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:21.346136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:21.346303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:21.346352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:21.346391] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:21.350937] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-17T20:25:21.351337] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-17T20:25:21.351528] [INFO ] [sig       ] KDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:21.552404] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KDP.txt
[2025-12-17T20:25:21.552598] [INFO ] [sig       ] [1803/3576] Completed KDP in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:21.552641] [INFO ] [sig       ] [1804/3576] Forecasting KE...
[2025-12-17T20:25:21.552670] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-17T20:25:21.552701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-17T20:25:21.570530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-17T20:25:21.571119] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-17T20:25:21.572361] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-17T20:25:21.572438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:21.572491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:21.572539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:21.572661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:21.657842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:21.659217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:21.659354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:21.659432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:21.831345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:21.831529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:21.831594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:21.831629] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:21.836101] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-17T20:25:21.836522] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-17T20:25:21.836716] [INFO ] [sig       ] KE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:22.046463] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KE.txt
[2025-12-17T20:25:22.046699] [INFO ] [sig       ] [1804/3576] Completed KE in 0.5s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:22.046766] [INFO ] [sig       ] [1805/3576] Forecasting KELYA...
[2025-12-17T20:25:22.046818] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-17T20:25:22.046872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-17T20:25:22.060839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-17T20:25:22.061302] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-17T20:25:22.062262] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-17T20:25:22.062330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:22.062413] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:22.062454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:22.062533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:22.140233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:22.141421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:22.141535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:22.141613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:22.273108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:22.273266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:22.273309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:22.273339] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:22.276793] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-17T20:25:22.277067] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-17T20:25:22.277201] [INFO ] [sig       ] KELYA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:22.415728] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KELYA.txt
[2025-12-17T20:25:22.415854] [INFO ] [sig       ] [1805/3576] Completed KELYA in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:22.415892] [INFO ] [sig       ] [1806/3576] Forecasting KEN...
[2025-12-17T20:25:22.415922] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-17T20:25:22.415951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-17T20:25:22.426980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-17T20:25:22.427249] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-17T20:25:22.428011] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-17T20:25:22.428062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:22.428093] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:22.428130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:22.428187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:22.483439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:22.484047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:22.484123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:22.484154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:22.605885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:22.606005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:22.606042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:22.606070] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:22.609332] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-17T20:25:22.609612] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-17T20:25:22.609733] [INFO ] [sig       ] KEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:22.747013] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KEN.txt
[2025-12-17T20:25:22.747161] [INFO ] [sig       ] [1806/3576] Completed KEN in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:22.747208] [INFO ] [sig       ] [1807/3576] Forecasting KEP...
[2025-12-17T20:25:22.747243] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-17T20:25:22.747274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-17T20:25:22.760959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-17T20:25:22.761301] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-17T20:25:22.762094] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-17T20:25:22.762146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:22.762178] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:22.762205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:22.762261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:22.818426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:22.819307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:22.819389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:22.819422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:22.940810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:22.940968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:22.941009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:22.941036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:22.944515] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-17T20:25:22.944811] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-17T20:25:22.944941] [INFO ] [sig       ] KEP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:23.082824] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KEP.txt
[2025-12-17T20:25:23.082975] [INFO ] [sig       ] [1807/3576] Completed KEP in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:23.083013] [INFO ] [sig       ] [1808/3576] Forecasting KEX...
[2025-12-17T20:25:23.083045] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-17T20:25:23.083076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-17T20:25:23.095614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-17T20:25:23.095987] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-17T20:25:23.096803] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-17T20:25:23.096855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:23.096887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:23.096916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:23.096973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:23.152870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:23.153733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:23.153814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:23.153848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:23.277196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:23.277349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:23.277389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:23.277473] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:23.281004] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-17T20:25:23.281266] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-17T20:25:23.281388] [INFO ] [sig       ] KEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:23.418303] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KEX.txt
[2025-12-17T20:25:23.418430] [INFO ] [sig       ] [1808/3576] Completed KEX in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:23.418468] [INFO ] [sig       ] [1809/3576] Forecasting KEYS...
[2025-12-17T20:25:23.418497] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-17T20:25:23.418528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-17T20:25:23.430731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-17T20:25:23.431033] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-17T20:25:23.431850] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-17T20:25:23.431903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:23.431935] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:23.431962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:23.432019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:23.488311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:23.488983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:23.489061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:23.489092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:23.615641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:23.615775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:23.615813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:23.615840] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:23.619154] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-17T20:25:23.619417] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-17T20:25:23.619541] [INFO ] [sig       ] KEYS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:23.762089] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KEYS.txt
[2025-12-17T20:25:23.762237] [INFO ] [sig       ] [1809/3576] Completed KEYS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:23.762274] [INFO ] [sig       ] [1810/3576] Forecasting KFS...
[2025-12-17T20:25:23.762303] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-17T20:25:23.762340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-17T20:25:23.775436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-17T20:25:23.775759] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-17T20:25:23.776557] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-17T20:25:23.776637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:23.776676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:23.776705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:23.776761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:23.833194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:23.833863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:23.833942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:23.833974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:23.952762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:23.952917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:23.952957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:23.952986] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:23.956370] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-17T20:25:23.956664] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-17T20:25:23.956789] [INFO ] [sig       ] KFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:24.094834] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KFS.txt
[2025-12-17T20:25:24.094951] [INFO ] [sig       ] [1810/3576] Completed KFS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:24.094988] [INFO ] [sig       ] [1811/3576] Forecasting KFY...
[2025-12-17T20:25:24.095018] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-17T20:25:24.095049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-17T20:25:24.106113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-17T20:25:24.106608] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-17T20:25:24.107362] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-17T20:25:24.107413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:24.107445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:24.107472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:24.107529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:24.163533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:24.164162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:24.164252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:24.164290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:24.282461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:24.282629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:24.282670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:24.282698] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:24.286197] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-17T20:25:24.286464] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-17T20:25:24.286606] [INFO ] [sig       ] KFY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:24.427514] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KFY.txt
[2025-12-17T20:25:24.427691] [INFO ] [sig       ] [1811/3576] Completed KFY in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:24.427734] [INFO ] [sig       ] [1812/3576] Forecasting KGS...
[2025-12-17T20:25:24.427764] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-17T20:25:24.427794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-17T20:25:24.440087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-17T20:25:24.440467] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-17T20:25:24.441239] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-17T20:25:24.441289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:24.441320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:24.441347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:24.441402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:24.497356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:24.498079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:24.498157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:24.498189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:24.627103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:24.627274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:24.627338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:24.627385] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:24.630896] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-17T20:25:24.631170] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-17T20:25:24.631297] [INFO ] [sig       ] KGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:24.771653] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KGS.txt
[2025-12-17T20:25:24.771784] [INFO ] [sig       ] [1812/3576] Completed KGS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:24.771822] [INFO ] [sig       ] [1813/3576] Forecasting KHC...
[2025-12-17T20:25:24.771852] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-17T20:25:24.771882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-17T20:25:24.783174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-17T20:25:24.783454] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-17T20:25:24.784229] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-17T20:25:24.784291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:24.784325] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:24.784351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:24.784405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:24.841224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:24.841995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:24.842079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:24.842112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:24.970646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:24.970797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:24.970836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:24.970864] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:24.974121] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-17T20:25:24.974425] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-17T20:25:24.974547] [INFO ] [sig       ] KHC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:25.111280] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KHC.txt
[2025-12-17T20:25:25.111403] [INFO ] [sig       ] [1813/3576] Completed KHC in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:25.111440] [INFO ] [sig       ] [1814/3576] Forecasting KIDS...
[2025-12-17T20:25:25.111469] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-17T20:25:25.111500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-17T20:25:25.122661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-17T20:25:25.122955] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-17T20:25:25.123727] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-17T20:25:25.123777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:25.123809] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:25.123837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:25.123895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:25.180335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:25.180997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:25.181077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:25.181109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:25.297503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:25.297660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:25.297700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:25.297727] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:25.301004] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=48.39%)
[2025-12-17T20:25:25.301295] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-17T20:25:25.301419] [INFO ] [sig       ] KIDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:25.444872] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KIDS.txt
[2025-12-17T20:25:25.445035] [INFO ] [sig       ] [1814/3576] Completed KIDS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-17T20:25:25.445076] [INFO ] [sig       ] [1815/3576] Forecasting KIM...
[2025-12-17T20:25:25.445104] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-17T20:25:25.445141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-17T20:25:25.457235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-17T20:25:25.457661] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-17T20:25:25.458435] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-17T20:25:25.458485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:25.458516] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:25.458543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:25.458616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:25.515423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:25.516321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:25.516444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:25.516476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:25.639889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:25.640072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:25.640116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:25.640149] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:25.643714] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2025-12-17T20:25:25.644031] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-17T20:25:25.644168] [INFO ] [sig       ] KIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:25.784099] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KIM.txt
[2025-12-17T20:25:25.784254] [INFO ] [sig       ] [1815/3576] Completed KIM in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:25.784294] [INFO ] [sig       ] [1816/3576] Forecasting KINS...
[2025-12-17T20:25:25.784325] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-17T20:25:25.784355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-17T20:25:25.796061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-17T20:25:25.796392] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-17T20:25:25.797181] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-17T20:25:25.797235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:25.797266] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:25.797292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:25.797347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:25.853020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:25.853943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:25.854029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:25.854063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:25.975281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:25.975433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:25.975473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:25.975503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:25.978798] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-17T20:25:25.979107] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-17T20:25:25.979241] [INFO ] [sig       ] KINS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:26.118783] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KINS.txt
[2025-12-17T20:25:26.118949] [INFO ] [sig       ] [1816/3576] Completed KINS in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:26.118991] [INFO ] [sig       ] [1817/3576] Forecasting KIO...
[2025-12-17T20:25:26.119020] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-17T20:25:26.119051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-17T20:25:26.130919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-17T20:25:26.131266] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-17T20:25:26.132046] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-17T20:25:26.132097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:26.132127] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:26.132153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:26.132206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:26.187238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:26.187980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:26.188062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:26.188093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:26.306985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:26.307137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:26.307181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:26.307216] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:26.310628] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-17T20:25:26.310895] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-17T20:25:26.311016] [INFO ] [sig       ] KIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:26.452780] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KIO.txt
[2025-12-17T20:25:26.452940] [INFO ] [sig       ] [1817/3576] Completed KIO in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:26.452978] [INFO ] [sig       ] [1818/3576] Forecasting KKRS...
[2025-12-17T20:25:26.453007] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-17T20:25:26.453039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-17T20:25:26.464453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-17T20:25:26.464780] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-17T20:25:26.465511] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-17T20:25:26.465561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:26.465615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:26.465643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:26.465697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:26.521057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:26.521839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:26.521920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:26.521951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:26.636456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:26.636620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:26.636661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:26.636691] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:26.640008] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-12-17T20:25:26.640285] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-17T20:25:26.640410] [INFO ] [sig       ] KKRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:26.779218] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KKRS.txt
[2025-12-17T20:25:26.779379] [INFO ] [sig       ] [1818/3576] Completed KKRS in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:26.779418] [INFO ] [sig       ] [1819/3576] Forecasting KLAC...
[2025-12-17T20:25:26.779448] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-17T20:25:26.779478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-17T20:25:26.791387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-17T20:25:26.791702] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-17T20:25:26.792459] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-17T20:25:26.792535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:26.792587] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:26.792620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:26.792685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:26.847626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:26.848347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:26.848429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:26.848462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:26.969149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:26.969307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:26.969358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:26.969388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:26.972737] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-17T20:25:26.973007] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-17T20:25:26.973133] [INFO ] [sig       ] KLAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:27.118988] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KLAC.txt
[2025-12-17T20:25:27.119176] [INFO ] [sig       ] [1819/3576] Completed KLAC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:27.119226] [INFO ] [sig       ] [1820/3576] Forecasting KLIC...
[2025-12-17T20:25:27.119264] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-17T20:25:27.119310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-17T20:25:27.132121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-17T20:25:27.132450] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-17T20:25:27.133300] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-17T20:25:27.133356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:27.133401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:27.133445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:27.133527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:27.193134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:27.194057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:27.194139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:27.194173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:27.317872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:27.318032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:27.318072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:27.318102] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:27.321649] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-17T20:25:27.321936] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-17T20:25:27.322071] [INFO ] [sig       ] KLIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:27.463940] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KLIC.txt
[2025-12-17T20:25:27.464095] [INFO ] [sig       ] [1820/3576] Completed KLIC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:27.464136] [INFO ] [sig       ] [1821/3576] Forecasting KLXE...
[2025-12-17T20:25:27.464166] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-17T20:25:27.464197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-17T20:25:27.476237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-17T20:25:27.476540] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-17T20:25:27.477323] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-17T20:25:27.477380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:27.477412] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:27.477438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:27.477493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:27.533822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:27.534707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:27.534790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:27.534822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:27.653202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:27.653355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:27.653396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:27.653427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:27.657150] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=75.67%)
[2025-12-17T20:25:27.657490] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-17T20:25:27.657650] [INFO ] [sig       ] KLXE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:27.804978] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KLXE.txt
[2025-12-17T20:25:27.805136] [INFO ] [sig       ] [1821/3576] Completed KLXE in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:27.805174] [INFO ] [sig       ] [1822/3576] Forecasting KMB...
[2025-12-17T20:25:27.805206] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-17T20:25:27.805240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-17T20:25:27.817469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-17T20:25:27.817878] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-17T20:25:27.818691] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-17T20:25:27.818744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:27.818799] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:27.818828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:27.818904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:27.874297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:27.875193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:27.875282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:27.875315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:27.992163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:27.992314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:27.992356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:27.992386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:27.995818] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-17T20:25:27.996090] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-17T20:25:27.996217] [INFO ] [sig       ] KMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:28.134067] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KMB.txt
[2025-12-17T20:25:28.134195] [INFO ] [sig       ] [1822/3576] Completed KMB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:28.134242] [INFO ] [sig       ] [1823/3576] Forecasting KMDA...
[2025-12-17T20:25:28.134274] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-17T20:25:28.134304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-17T20:25:28.145416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-17T20:25:28.145708] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-17T20:25:28.146462] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-17T20:25:28.146514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:28.146546] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:28.146596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:28.146657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:28.202513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:28.203182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:28.203263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:28.203298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:28.325033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:28.325185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:28.325225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:28.325253] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:28.328507] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-17T20:25:28.328787] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-17T20:25:28.328959] [INFO ] [sig       ] KMDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:28.467691] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KMDA.txt
[2025-12-17T20:25:28.467817] [INFO ] [sig       ] [1823/3576] Completed KMDA in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:28.467855] [INFO ] [sig       ] [1824/3576] Forecasting KMI...
[2025-12-17T20:25:28.467884] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-17T20:25:28.467915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-17T20:25:28.479741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-17T20:25:28.480036] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-17T20:25:28.480814] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-17T20:25:28.480869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:28.480901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:28.480927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:28.480983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:28.538147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:28.538816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:28.538910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:28.538947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:28.659631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:28.659791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:28.659832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:28.659861] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:28.663304] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-17T20:25:28.663627] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-17T20:25:28.663777] [INFO ] [sig       ] KMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:28.811410] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KMI.txt
[2025-12-17T20:25:28.811587] [INFO ] [sig       ] [1824/3576] Completed KMI in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:28.811629] [INFO ] [sig       ] [1825/3576] Forecasting KMPB...
[2025-12-17T20:25:28.811660] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-17T20:25:28.811690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-17T20:25:28.822506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-17T20:25:28.822830] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-17T20:25:28.823601] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-17T20:25:28.823652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:28.823681] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:28.823706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:28.823759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:28.879456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:28.880052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:28.880129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:28.880161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:28.988676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:28.988823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:28.988874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:28.988936] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:28.992234] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-17T20:25:28.992497] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-17T20:25:28.992641] [INFO ] [sig       ] KMPB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:29.130646] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KMPB.txt
[2025-12-17T20:25:29.130767] [INFO ] [sig       ] [1825/3576] Completed KMPB in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:29.130804] [INFO ] [sig       ] [1826/3576] Forecasting KMX...
[2025-12-17T20:25:29.130834] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-17T20:25:29.130866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-17T20:25:29.141673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-17T20:25:29.141962] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-17T20:25:29.142718] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-17T20:25:29.142769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:29.142799] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:29.142825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:29.142880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:29.198942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:29.199622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:29.199697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:29.199729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:29.315203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:29.315345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:29.315399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:29.315429] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:29.318718] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-17T20:25:29.318999] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-17T20:25:29.319123] [INFO ] [sig       ] KMX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:29.455337] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KMX.txt
[2025-12-17T20:25:29.455486] [INFO ] [sig       ] [1826/3576] Completed KMX in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:29.455525] [INFO ] [sig       ] [1827/3576] Forecasting KN...
[2025-12-17T20:25:29.455556] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-17T20:25:29.455634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-17T20:25:29.467025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-17T20:25:29.467344] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-17T20:25:29.468106] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-17T20:25:29.468157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:29.468186] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:29.468212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:29.468267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:29.523032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:29.523719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:29.523797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:29.523829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:29.643451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:29.643617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:29.643656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:29.643685] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:29.646999] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-17T20:25:29.647261] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-17T20:25:29.647388] [INFO ] [sig       ] KN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:29.786314] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KN.txt
[2025-12-17T20:25:29.786449] [INFO ] [sig       ] [1827/3576] Completed KN in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:29.786489] [INFO ] [sig       ] [1828/3576] Forecasting KNF...
[2025-12-17T20:25:29.786519] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-17T20:25:29.786551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-17T20:25:29.798150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-17T20:25:29.798514] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-17T20:25:29.799412] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-17T20:25:29.799464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:29.799495] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:29.799521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:29.799606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:29.855864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:29.856806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:29.856908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:29.856940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:29.972146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:29.972309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:29.972349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:29.972378] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:29.975702] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-17T20:25:29.975977] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-17T20:25:29.976103] [INFO ] [sig       ] KNF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:30.113086] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KNF.txt
[2025-12-17T20:25:30.113235] [INFO ] [sig       ] [1828/3576] Completed KNF in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:30.113275] [INFO ] [sig       ] [1829/3576] Forecasting KNOP...
[2025-12-17T20:25:30.113307] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-17T20:25:30.113337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-17T20:25:30.124451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-17T20:25:30.124798] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-17T20:25:30.125548] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-17T20:25:30.125631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:30.125664] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:30.125693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:30.125748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:30.180865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:30.181707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:30.181790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:30.181822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:30.299710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:30.299858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:30.299897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:30.299926] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:30.303155] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2025-12-17T20:25:30.303422] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-17T20:25:30.303543] [INFO ] [sig       ] KNOP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:30.444541] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KNOP.txt
[2025-12-17T20:25:30.444684] [INFO ] [sig       ] [1829/3576] Completed KNOP in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:30.444723] [INFO ] [sig       ] [1830/3576] Forecasting KNSA...
[2025-12-17T20:25:30.444754] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-17T20:25:30.444784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-17T20:25:30.456140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-17T20:25:30.456469] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-17T20:25:30.457223] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-17T20:25:30.457276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:30.457322] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:30.457350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:30.457405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:30.513167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:30.513781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:30.513855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:30.513888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:30.635057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:30.635211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:30.635251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:30.635279] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:30.638535] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=60.77%)
[2025-12-17T20:25:30.638815] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-17T20:25:30.638951] [INFO ] [sig       ] KNSA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:30.778598] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KNSA.txt
[2025-12-17T20:25:30.778721] [INFO ] [sig       ] [1830/3576] Completed KNSA in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:30.778760] [INFO ] [sig       ] [1831/3576] Forecasting KNSL...
[2025-12-17T20:25:30.778788] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-17T20:25:30.778818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-17T20:25:30.790753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-17T20:25:30.791009] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-17T20:25:30.791797] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-17T20:25:30.791848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:30.791879] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:30.791905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:30.791960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:30.847964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:30.848599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:30.848677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:30.848709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:30.968846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:30.968990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:30.969029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:30.969058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:30.972359] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-17T20:25:30.972642] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-17T20:25:30.972768] [INFO ] [sig       ] KNSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:31.109330] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KNSL.txt
[2025-12-17T20:25:31.109439] [INFO ] [sig       ] [1831/3576] Completed KNSL in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-17T20:25:31.109476] [INFO ] [sig       ] [1832/3576] Forecasting KNTK...
[2025-12-17T20:25:31.109504] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-17T20:25:31.109534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-17T20:25:31.120756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-17T20:25:31.121018] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-17T20:25:31.121771] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-17T20:25:31.121821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:31.121852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:31.121878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:31.121933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:31.177556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:31.178142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:31.178242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:31.178276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:31.295686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:31.295808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:31.295849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:31.295878] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:31.299045] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-17T20:25:31.299306] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-17T20:25:31.299427] [INFO ] [sig       ] KNTK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:31.437563] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KNTK.txt
[2025-12-17T20:25:31.437728] [INFO ] [sig       ] [1832/3576] Completed KNTK in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-17T20:25:31.437766] [INFO ] [sig       ] [1833/3576] Forecasting KNX...
[2025-12-17T20:25:31.437796] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-17T20:25:31.437827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-17T20:25:31.449420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-17T20:25:31.449785] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-17T20:25:31.450560] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-17T20:25:31.450631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:31.450662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:31.450689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:31.450744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:31.507010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:31.507843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:31.507924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:31.507963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:31.629836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:31.629974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:31.630013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:31.630042] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:31.633317] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-17T20:25:31.633596] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-17T20:25:31.633718] [INFO ] [sig       ] KNX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:31.820307] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KNX.txt
[2025-12-17T20:25:31.820459] [INFO ] [sig       ] [1833/3576] Completed KNX in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:31.820497] [INFO ] [sig       ] [1834/3576] Forecasting KOD...
[2025-12-17T20:25:31.820532] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-17T20:25:31.820564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-17T20:25:31.832433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-17T20:25:31.832701] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-17T20:25:31.833426] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-17T20:25:31.833477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:31.833508] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:31.833534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:31.833607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:31.889300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:31.889888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:31.889963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:31.889994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:32.009223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:32.009345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:32.009385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:32.009413] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:32.012620] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: UP (p=82.93%)
[2025-12-17T20:25:32.012878] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-17T20:25:32.012999] [INFO ] [sig       ] KOD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:32.151124] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KOD.txt
[2025-12-17T20:25:32.151236] [INFO ] [sig       ] [1834/3576] Completed KOD in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:32.151273] [INFO ] [sig       ] [1835/3576] Forecasting KODK...
[2025-12-17T20:25:32.151301] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-17T20:25:32.151331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-17T20:25:32.162071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-17T20:25:32.162325] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-17T20:25:32.163071] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-17T20:25:32.163122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:32.163153] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:32.163179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:32.163234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:32.219176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:32.219922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:32.219998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:32.220029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:32.339896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:32.340022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:32.340059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:32.340087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:32.343424] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-17T20:25:32.343702] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-17T20:25:32.343824] [INFO ] [sig       ] KODK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:32.481349] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KODK.txt
[2025-12-17T20:25:32.481498] [INFO ] [sig       ] [1835/3576] Completed KODK in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:32.481536] [INFO ] [sig       ] [1836/3576] Forecasting KOF...
[2025-12-17T20:25:32.481564] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-17T20:25:32.481616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-17T20:25:32.492392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-17T20:25:32.492681] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-17T20:25:32.493436] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-17T20:25:32.493494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:32.493525] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:32.493552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:32.493625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:32.548999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:32.549688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:32.549765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:32.549796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:32.670623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:32.670758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:32.670796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:32.670824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:32.674116] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=59.53%)
[2025-12-17T20:25:32.674399] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-17T20:25:32.674541] [INFO ] [sig       ] KOF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:32.814624] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KOF.txt
[2025-12-17T20:25:32.814750] [INFO ] [sig       ] [1836/3576] Completed KOF in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:32.814787] [INFO ] [sig       ] [1837/3576] Forecasting KOP...
[2025-12-17T20:25:32.814815] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-17T20:25:32.814846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-17T20:25:32.825563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-17T20:25:32.825862] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-17T20:25:32.826610] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-17T20:25:32.826661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:32.826691] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:32.826717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:32.826772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:32.882074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:32.882855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:32.882932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:32.882963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:33.000602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:33.000744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:33.000781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:33.000826] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:33.004049] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-17T20:25:33.004309] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-17T20:25:33.004436] [INFO ] [sig       ] KOP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:33.140318] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KOP.txt
[2025-12-17T20:25:33.140435] [INFO ] [sig       ] [1837/3576] Completed KOP in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:33.140472] [INFO ] [sig       ] [1838/3576] Forecasting KOPN...
[2025-12-17T20:25:33.140502] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-17T20:25:33.140532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-17T20:25:33.152656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-17T20:25:33.153026] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-17T20:25:33.153809] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-17T20:25:33.153860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:33.153892] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:33.153918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:33.153973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:33.212099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:33.212976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:33.213060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:33.213094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:33.332004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:33.332161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:33.332201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:33.332232] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:33.335646] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-17T20:25:33.335962] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-17T20:25:33.336121] [INFO ] [sig       ] KOPN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:33.481616] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KOPN.txt
[2025-12-17T20:25:33.481743] [INFO ] [sig       ] [1838/3576] Completed KOPN in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:33.481781] [INFO ] [sig       ] [1839/3576] Forecasting KOSS...
[2025-12-17T20:25:33.481810] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-17T20:25:33.481840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-17T20:25:33.492869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-17T20:25:33.493162] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-17T20:25:33.493917] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-17T20:25:33.493967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:33.494023] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:33.494051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:33.494107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:33.549394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:33.550344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:33.550434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:33.550466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:33.663626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:33.663737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:33.663775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:33.663802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:33.667042] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=42.76%)
[2025-12-17T20:25:33.667314] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-17T20:25:33.667443] [INFO ] [sig       ] KOSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:33.806359] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KOSS.txt
[2025-12-17T20:25:33.806472] [INFO ] [sig       ] [1839/3576] Completed KOSS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:33.806510] [INFO ] [sig       ] [1840/3576] Forecasting KPRX...
[2025-12-17T20:25:33.806539] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-17T20:25:33.806584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-17T20:25:33.818212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-17T20:25:33.818563] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-17T20:25:33.819464] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-17T20:25:33.819517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:33.819547] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:33.819588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:33.819647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:33.876310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:33.877108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:33.877200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:33.877232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:33.991330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:33.991479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:33.991520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:33.991548] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:33.994917] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-17T20:25:33.995198] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-17T20:25:33.995325] [INFO ] [sig       ] KPRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:34.133508] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KPRX.txt
[2025-12-17T20:25:34.133653] [INFO ] [sig       ] [1840/3576] Completed KPRX in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:34.133694] [INFO ] [sig       ] [1841/3576] Forecasting KPTI...
[2025-12-17T20:25:34.133724] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-17T20:25:34.133753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-17T20:25:34.144763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-17T20:25:34.145054] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-17T20:25:34.145802] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-17T20:25:34.145852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:34.145884] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:34.145911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:34.145975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:34.206453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:34.207292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:34.207379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:34.207420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:34.328448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:34.328609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:34.328650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:34.328677] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:34.332102] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-17T20:25:34.332371] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-17T20:25:34.332496] [INFO ] [sig       ] KPTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:34.474431] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KPTI.txt
[2025-12-17T20:25:34.474598] [INFO ] [sig       ] [1841/3576] Completed KPTI in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:34.474639] [INFO ] [sig       ] [1842/3576] Forecasting KRC...
[2025-12-17T20:25:34.474670] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-17T20:25:34.474701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-17T20:25:34.485706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-17T20:25:34.486006] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-17T20:25:34.486793] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-17T20:25:34.486844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:34.486876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:34.486903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:34.486961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:34.543978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:34.544743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:34.544821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:34.544853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:34.667755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:34.667892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:34.667932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:34.668013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:34.671660] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-17T20:25:34.671931] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-17T20:25:34.672056] [INFO ] [sig       ] KRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:34.812876] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRC.txt
[2025-12-17T20:25:34.813026] [INFO ] [sig       ] [1842/3576] Completed KRC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:34.813063] [INFO ] [sig       ] [1843/3576] Forecasting KREF...
[2025-12-17T20:25:34.813091] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-17T20:25:34.813122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-17T20:25:34.825088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-17T20:25:34.825450] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-17T20:25:34.826250] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-17T20:25:34.826314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:34.826345] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:34.826372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:34.826429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:34.883324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:34.883953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:34.884030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:34.884062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:35.001360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:35.001515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:35.001555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:35.001601] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:35.005970] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-17T20:25:35.006330] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-17T20:25:35.006493] [INFO ] [sig       ] KREF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:35.147702] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KREF.txt
[2025-12-17T20:25:35.147826] [INFO ] [sig       ] [1843/3576] Completed KREF in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:35.147863] [INFO ] [sig       ] [1844/3576] Forecasting KRG...
[2025-12-17T20:25:35.147892] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-17T20:25:35.147921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-17T20:25:35.159061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-17T20:25:35.159379] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-17T20:25:35.160168] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-17T20:25:35.160218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:35.160249] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:35.160276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:35.160332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:35.217463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:35.218169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:35.218247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:35.218280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:35.339082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:35.339217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:35.339256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:35.339285] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:35.342604] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-17T20:25:35.342865] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-17T20:25:35.342984] [INFO ] [sig       ] KRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:35.483872] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KRG.txt
[2025-12-17T20:25:35.484036] [INFO ] [sig       ] [1844/3576] Completed KRG in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:35.484080] [INFO ] [sig       ] [1845/3576] Forecasting KRMD...
[2025-12-17T20:25:35.484113] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-17T20:25:35.484144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-17T20:25:35.495012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-17T20:25:35.495332] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-17T20:25:35.496146] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-17T20:25:35.496198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:35.496230] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:35.496256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:35.496311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:35.553481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:35.554157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:35.554235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:35.554268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:35.677782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:35.677927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:35.677974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:35.678010] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:35.681375] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-17T20:25:35.681655] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-17T20:25:35.681775] [INFO ] [sig       ] KRMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:35.820353] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KRMD.txt
[2025-12-17T20:25:35.820483] [INFO ] [sig       ] [1845/3576] Completed KRMD in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:35.820521] [INFO ] [sig       ] [1846/3576] Forecasting KRNY...
[2025-12-17T20:25:35.820551] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-17T20:25:35.820598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-17T20:25:35.831981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-17T20:25:35.832306] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-17T20:25:35.833081] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-17T20:25:35.833132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:35.833164] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:35.833190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:35.833245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:35.889907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:35.890618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:35.890697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:35.890730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:36.007458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:36.007628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:36.007671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:36.007700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:36.011082] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=52.63%)
[2025-12-17T20:25:36.011361] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-17T20:25:36.011486] [INFO ] [sig       ] KRNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:36.148925] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRNY.txt
[2025-12-17T20:25:36.149066] [INFO ] [sig       ] [1846/3576] Completed KRNY in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:36.149106] [INFO ] [sig       ] [1847/3576] Forecasting KRO...
[2025-12-17T20:25:36.149135] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-17T20:25:36.149165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-17T20:25:36.160327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-17T20:25:36.160700] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-17T20:25:36.161473] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-17T20:25:36.161525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:36.161557] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:36.161611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:36.161670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:36.217677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:36.218478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:36.218591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:36.218627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:36.334761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:36.334899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:36.334938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:36.334966] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:36.338265] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-17T20:25:36.338526] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-17T20:25:36.338664] [INFO ] [sig       ] KRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:36.477856] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRO.txt
[2025-12-17T20:25:36.477991] [INFO ] [sig       ] [1847/3576] Completed KRO in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:36.478030] [INFO ] [sig       ] [1848/3576] Forecasting KROS...
[2025-12-17T20:25:36.478060] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-17T20:25:36.478089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-17T20:25:36.490190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-17T20:25:36.490530] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-17T20:25:36.491299] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-17T20:25:36.491350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:36.491381] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:36.491407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:36.491464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:36.546591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:36.547200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:36.547278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:36.547309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:36.670274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:36.670429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:36.670470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:36.670498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:36.673930] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-17T20:25:36.674208] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-17T20:25:36.674341] [INFO ] [sig       ] KROS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:36.810716] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KROS.txt
[2025-12-17T20:25:36.810841] [INFO ] [sig       ] [1848/3576] Completed KROS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-17T20:25:36.810878] [INFO ] [sig       ] [1849/3576] Forecasting KRP...
[2025-12-17T20:25:36.810905] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-17T20:25:36.810935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-17T20:25:36.822122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-17T20:25:36.822403] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-17T20:25:36.823153] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-17T20:25:36.823203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:36.823234] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:36.823260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:36.823316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:36.878378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:36.879360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:36.879488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:36.879530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:36.996906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:36.997063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:36.997103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:36.997133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:37.000698] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-17T20:25:37.000965] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-17T20:25:37.001086] [INFO ] [sig       ] KRP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:37.140507] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRP.txt
[2025-12-17T20:25:37.140655] [INFO ] [sig       ] [1849/3576] Completed KRP in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-17T20:25:37.140696] [INFO ] [sig       ] [1850/3576] Forecasting KRRO...
[2025-12-17T20:25:37.140726] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-17T20:25:37.140756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-17T20:25:37.152331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-17T20:25:37.152713] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-17T20:25:37.153657] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-17T20:25:37.153719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:37.153759] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:37.153793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:37.153866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:37.210131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:37.210828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:37.210907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:37.210939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:37.333533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:37.333747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:37.333792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:37.333820] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:37.337112] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-17T20:25:37.337376] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-17T20:25:37.337507] [INFO ] [sig       ] KRRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:37.474910] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRRO.txt
[2025-12-17T20:25:37.475036] [INFO ] [sig       ] [1850/3576] Completed KRRO in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-17T20:25:37.475074] [INFO ] [sig       ] [1851/3576] Forecasting KRUS...
[2025-12-17T20:25:37.475104] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-17T20:25:37.475133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-17T20:25:37.486250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-17T20:25:37.486595] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-17T20:25:37.487365] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-17T20:25:37.487416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:37.487446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:37.487473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:37.487529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:37.542912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:37.543591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:37.543671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:37.543706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:37.659154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:37.659324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:37.659370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:37.659403] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:37.662780] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=95.63%)
[2025-12-17T20:25:37.663046] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-17T20:25:37.663171] [INFO ] [sig       ] KRUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:37.802122] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRUS.txt
[2025-12-17T20:25:37.802243] [INFO ] [sig       ] [1851/3576] Completed KRUS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:37.802280] [INFO ] [sig       ] [1852/3576] Forecasting KRYS...
[2025-12-17T20:25:37.802308] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-17T20:25:37.802342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-17T20:25:37.813762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-17T20:25:37.814044] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-17T20:25:37.814831] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-17T20:25:37.814882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:37.814913] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:37.814940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:37.814996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:37.869942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:37.870537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:37.870629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:37.870661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:37.988768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:37.988930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:37.988973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:37.989003] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:37.992252] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-17T20:25:37.992511] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-17T20:25:37.992648] [INFO ] [sig       ] KRYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:38.127754] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KRYS.txt
[2025-12-17T20:25:38.127899] [INFO ] [sig       ] [1852/3576] Completed KRYS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:38.127938] [INFO ] [sig       ] [1853/3576] Forecasting KSCP...
[2025-12-17T20:25:38.127968] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-17T20:25:38.127998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-17T20:25:38.138787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-17T20:25:38.139109] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-17T20:25:38.139860] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-17T20:25:38.139911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:38.139942] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:38.139968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:38.140023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:38.195086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:38.195717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:38.195793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:38.195823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:38.316813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:38.316959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:38.316996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:38.317025] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:38.320311] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-17T20:25:38.320625] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-17T20:25:38.320745] [INFO ] [sig       ] KSCP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:38.458558] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KSCP.txt
[2025-12-17T20:25:38.458692] [INFO ] [sig       ] [1853/3576] Completed KSCP in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:38.458729] [INFO ] [sig       ] [1854/3576] Forecasting KSPI...
[2025-12-17T20:25:38.458759] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-17T20:25:38.458788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-17T20:25:38.470038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-17T20:25:38.470323] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-17T20:25:38.471108] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-17T20:25:38.471159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:38.471201] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:38.471229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:38.471284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:38.526299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:38.527178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:38.527272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:38.527304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:38.647524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:38.647704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:38.647743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:38.647770] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:38.651268] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-17T20:25:38.651553] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-17T20:25:38.651708] [INFO ] [sig       ] KSPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:38.809565] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KSPI.txt
[2025-12-17T20:25:38.809745] [INFO ] [sig       ] [1854/3576] Completed KSPI in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:38.809786] [INFO ] [sig       ] [1855/3576] Forecasting KSS...
[2025-12-17T20:25:38.809818] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-17T20:25:38.809848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-17T20:25:38.822235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-17T20:25:38.822625] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-17T20:25:38.823404] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-17T20:25:38.823455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:38.823487] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:38.823514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:38.823569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:38.882042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:38.883069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:38.883166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:38.883210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:39.007704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:39.007877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:39.007932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:39.007974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:39.011473] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-17T20:25:39.011814] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-17T20:25:39.011950] [INFO ] [sig       ] KSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:39.151708] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KSS.txt
[2025-12-17T20:25:39.151848] [INFO ] [sig       ] [1855/3576] Completed KSS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:39.151888] [INFO ] [sig       ] [1856/3576] Forecasting KTB...
[2025-12-17T20:25:39.151919] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-17T20:25:39.151950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-17T20:25:39.163657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-17T20:25:39.163936] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-17T20:25:39.164695] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-17T20:25:39.164745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:39.164801] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:39.164830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:39.164886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:39.220552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:39.221193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:39.221272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:39.221303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:39.341511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:39.341678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:39.341718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:39.341746] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:39.345004] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=33.37%)
[2025-12-17T20:25:39.345267] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-17T20:25:39.345386] [INFO ] [sig       ] KTB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:39.488285] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KTB.txt
[2025-12-17T20:25:39.488409] [INFO ] [sig       ] [1856/3576] Completed KTB in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:39.488448] [INFO ] [sig       ] [1857/3576] Forecasting KTCC...
[2025-12-17T20:25:39.488477] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-17T20:25:39.488507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-17T20:25:39.499652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-17T20:25:39.500006] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-17T20:25:39.500801] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-17T20:25:39.500851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:39.500882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:39.500907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:39.500962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:39.558315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:39.558974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:39.559056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:39.559089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:39.667991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:39.668139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:39.668184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:39.668215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:39.671700] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-17T20:25:39.671968] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-17T20:25:39.672095] [INFO ] [sig       ] KTCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:39.812474] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KTCC.txt
[2025-12-17T20:25:39.812618] [INFO ] [sig       ] [1857/3576] Completed KTCC in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:39.812663] [INFO ] [sig       ] [1858/3576] Forecasting KTF...
[2025-12-17T20:25:39.812695] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-17T20:25:39.812725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-17T20:25:39.825283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-17T20:25:39.825692] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-17T20:25:39.826525] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-17T20:25:39.826599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:39.826634] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:39.826662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:39.826717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:39.899643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:39.900498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:39.900615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:39.900658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:40.020267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:40.020424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:40.020464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:40.020492] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:40.023839] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-17T20:25:40.024108] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-17T20:25:40.024232] [INFO ] [sig       ] KTF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:40.160304] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KTF.txt
[2025-12-17T20:25:40.160434] [INFO ] [sig       ] [1858/3576] Completed KTF in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:40.160473] [INFO ] [sig       ] [1859/3576] Forecasting KTOS...
[2025-12-17T20:25:40.160503] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-17T20:25:40.160538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-17T20:25:40.171233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-17T20:25:40.171532] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-17T20:25:40.172290] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-17T20:25:40.172340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:40.172371] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:40.172397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:40.172452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:40.227765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:40.228432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:40.228510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:40.228543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:40.343692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:40.343842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:40.343881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:40.343943] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:40.347229] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-17T20:25:40.347493] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-17T20:25:40.347644] [INFO ] [sig       ] KTOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:40.485709] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KTOS.txt
[2025-12-17T20:25:40.485850] [INFO ] [sig       ] [1859/3576] Completed KTOS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:40.485890] [INFO ] [sig       ] [1860/3576] Forecasting KURA...
[2025-12-17T20:25:40.485919] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-17T20:25:40.485949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-17T20:25:40.497072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-17T20:25:40.497348] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-17T20:25:40.498111] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-17T20:25:40.498161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:40.498194] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:40.498225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:40.498279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:40.554288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:40.554965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:40.555041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:40.555073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:40.676275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:40.676403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:40.676440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:40.676469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:40.679774] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-17T20:25:40.680036] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-17T20:25:40.680158] [INFO ] [sig       ] KURA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:40.819275] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KURA.txt
[2025-12-17T20:25:40.819385] [INFO ] [sig       ] [1860/3576] Completed KURA in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:40.819421] [INFO ] [sig       ] [1861/3576] Forecasting KVHI...
[2025-12-17T20:25:40.819450] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-17T20:25:40.819480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-17T20:25:40.829807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-17T20:25:40.830080] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-17T20:25:40.830822] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-17T20:25:40.830873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:40.830904] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:40.830930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:40.830986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:40.886860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:40.887454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:40.887537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:40.887596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:40.999947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:41.000069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:41.000124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:41.000154] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:41.003322] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=55.87%)
[2025-12-17T20:25:41.003597] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-17T20:25:41.003723] [INFO ] [sig       ] KVHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:41.141693] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KVHI.txt
[2025-12-17T20:25:41.141815] [INFO ] [sig       ] [1861/3576] Completed KVHI in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:41.141852] [INFO ] [sig       ] [1862/3576] Forecasting KVUE...
[2025-12-17T20:25:41.141882] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-17T20:25:41.141912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-17T20:25:41.153117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-17T20:25:41.153389] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-17T20:25:41.154145] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-17T20:25:41.154195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:41.154227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:41.154253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:41.154310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:41.208997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:41.209729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:41.209812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:41.209844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:41.321396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:41.321542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:41.321597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:41.321628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:41.324875] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-17T20:25:41.325135] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-17T20:25:41.325255] [INFO ] [sig       ] KVUE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:41.461791] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KVUE.txt
[2025-12-17T20:25:41.461939] [INFO ] [sig       ] [1862/3576] Completed KVUE in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:41.461978] [INFO ] [sig       ] [1863/3576] Forecasting KVYO...
[2025-12-17T20:25:41.462008] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-17T20:25:41.462038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-17T20:25:41.473084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-17T20:25:41.473374] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-17T20:25:41.474122] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-17T20:25:41.474172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:41.474204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:41.474230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:41.474285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:41.530533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:41.531540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:41.531664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:41.531701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:41.654935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:41.655082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:41.655121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:41.655147] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:41.658501] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-17T20:25:41.658780] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-17T20:25:41.658920] [INFO ] [sig       ] KVYO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:41.796257] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KVYO.txt
[2025-12-17T20:25:41.796373] [INFO ] [sig       ] [1863/3576] Completed KVYO in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:41.796411] [INFO ] [sig       ] [1864/3576] Forecasting KYN...
[2025-12-17T20:25:41.796440] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-17T20:25:41.796470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-17T20:25:41.808094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-17T20:25:41.808371] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-17T20:25:41.809162] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-17T20:25:41.809213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:41.809245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:41.809271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:41.809326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:41.864504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:41.865094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:41.865169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:41.865200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:41.982635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:41.982788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:41.982829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:41.982857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:41.986160] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=86.74%)
[2025-12-17T20:25:41.986429] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-17T20:25:41.986560] [INFO ] [sig       ] KYN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:42.127528] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/KYN.txt
[2025-12-17T20:25:42.127682] [INFO ] [sig       ] [1864/3576] Completed KYN in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:42.127722] [INFO ] [sig       ] [1865/3576] Forecasting KYTX...
[2025-12-17T20:25:42.127757] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-17T20:25:42.127801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-17T20:25:42.139313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-17T20:25:42.139644] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-17T20:25:42.140410] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-17T20:25:42.140461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:42.140528] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:42.140559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:42.140650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:42.195856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:42.196488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:42.196568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:42.196620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:42.312678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:42.312830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:42.312869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:42.312898] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:42.316327] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-17T20:25:42.316637] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-17T20:25:42.316762] [INFO ] [sig       ] KYTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:42.460016] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KYTX.txt
[2025-12-17T20:25:42.460183] [INFO ] [sig       ] [1865/3576] Completed KYTX in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-17T20:25:42.460227] [INFO ] [sig       ] [1866/3576] Forecasting KZIA...
[2025-12-17T20:25:42.460259] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-17T20:25:42.460291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-17T20:25:42.473297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-17T20:25:42.473719] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-17T20:25:42.474501] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-17T20:25:42.474557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:42.474620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:42.474659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:42.474725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:42.533883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:42.534825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:42.534938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:42.534973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:42.654815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:42.654976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:42.655022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:42.655053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:42.658470] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-17T20:25:42.658763] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-17T20:25:42.658910] [INFO ] [sig       ] KZIA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:42.811888] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/KZIA.txt
[2025-12-17T20:25:42.812042] [INFO ] [sig       ] [1866/3576] Completed KZIA in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-17T20:25:42.812081] [INFO ] [sig       ] [1867/3576] Forecasting L...
[2025-12-17T20:25:42.812112] [INFO ] [sig       ] Generating forecast for: L
[2025-12-17T20:25:42.812143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-17T20:25:42.823134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-17T20:25:42.823495] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-17T20:25:42.824255] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-17T20:25:42.824306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:42.824336] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:42.824362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:42.824418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:42.880588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:42.881466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:42.881550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:42.881608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:42.998773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:42.998947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:42.998987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:42.999016] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:43.002330] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=36.81%)
[2025-12-17T20:25:43.002620] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-17T20:25:43.002744] [INFO ] [sig       ] L: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:43.142046] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/L.txt
[2025-12-17T20:25:43.142198] [INFO ] [sig       ] [1867/3576] Completed L in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-17T20:25:43.142237] [INFO ] [sig       ] [1868/3576] Forecasting LAB...
[2025-12-17T20:25:43.142266] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-17T20:25:43.142295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-17T20:25:43.154113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-17T20:25:43.154474] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-17T20:25:43.155239] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-17T20:25:43.155290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:43.155320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:43.155345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:43.155399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:43.209883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:43.210738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:43.210818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:43.210850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:43.334768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:43.334920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:43.334961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:43.334990] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:43.338445] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-17T20:25:43.338753] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-17T20:25:43.338912] [INFO ] [sig       ] LAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:43.485704] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LAB.txt
[2025-12-17T20:25:43.485865] [INFO ] [sig       ] [1868/3576] Completed LAB in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-17T20:25:43.485904] [INFO ] [sig       ] [1869/3576] Forecasting LAC...
[2025-12-17T20:25:43.485934] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-17T20:25:43.485970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-17T20:25:43.497324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-17T20:25:43.497610] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-17T20:25:43.498382] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-17T20:25:43.498433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:43.498464] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:43.498490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:43.498545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:43.555392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:43.556011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:43.556088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:43.556120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:43.680938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:43.681056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:43.681095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:43.681124] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:43.684390] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-17T20:25:43.684697] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-17T20:25:43.684829] [INFO ] [sig       ] LAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:43.832075] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LAC.txt
[2025-12-17T20:25:43.832223] [INFO ] [sig       ] [1869/3576] Completed LAC in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:43.832262] [INFO ] [sig       ] [1870/3576] Forecasting LAD...
[2025-12-17T20:25:43.832291] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-17T20:25:43.832322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-17T20:25:43.844126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-17T20:25:43.844453] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-17T20:25:43.845391] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-17T20:25:43.845443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:43.845474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:43.845501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:43.845556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:43.901525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:43.902143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:43.902219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:43.902251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:44.020877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:44.021009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:44.021053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:44.021082] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:44.024510] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-17T20:25:44.024823] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-17T20:25:44.024944] [INFO ] [sig       ] LAD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:44.165434] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LAD.txt
[2025-12-17T20:25:44.165637] [INFO ] [sig       ] [1870/3576] Completed LAD in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:44.165683] [INFO ] [sig       ] [1871/3576] Forecasting LAES...
[2025-12-17T20:25:44.165716] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-17T20:25:44.165748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-17T20:25:44.177289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-17T20:25:44.177618] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-17T20:25:44.178430] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-17T20:25:44.178486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:44.178519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:44.178546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:44.178623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:44.235775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:44.236442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:44.236523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:44.236556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:44.366029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:44.366205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:44.366265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:44.366311] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:44.371213] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=39.68%)
[2025-12-17T20:25:44.371567] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-17T20:25:44.371755] [INFO ] [sig       ] LAES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:44.519881] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LAES.txt
[2025-12-17T20:25:44.520025] [INFO ] [sig       ] [1871/3576] Completed LAES in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:44.520064] [INFO ] [sig       ] [1872/3576] Forecasting LAKE...
[2025-12-17T20:25:44.520094] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-17T20:25:44.520124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-17T20:25:44.531676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-17T20:25:44.532034] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-17T20:25:44.532801] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-17T20:25:44.532851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:44.532884] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:44.532910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:44.532965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:44.589662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:44.590491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:44.590591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:44.590627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:44.709125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:44.709236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:44.709274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:44.709301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:44.712499] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=59.70%)
[2025-12-17T20:25:44.712775] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-17T20:25:44.712897] [INFO ] [sig       ] LAKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:44.852553] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LAKE.txt
[2025-12-17T20:25:44.852686] [INFO ] [sig       ] [1872/3576] Completed LAKE in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:44.852724] [INFO ] [sig       ] [1873/3576] Forecasting LAND...
[2025-12-17T20:25:44.852753] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-17T20:25:44.852783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-17T20:25:44.863883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-17T20:25:44.864146] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-17T20:25:44.864941] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-17T20:25:44.864993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:44.865047] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:44.865075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:44.865130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:44.920829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:44.921692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:44.921776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:44.921808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:45.039036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:45.039186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:45.039224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:45.039252] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:45.042510] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-17T20:25:45.042793] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-17T20:25:45.042914] [INFO ] [sig       ] LAND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:45.180690] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LAND.txt
[2025-12-17T20:25:45.180819] [INFO ] [sig       ] [1873/3576] Completed LAND in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:45.180856] [INFO ] [sig       ] [1874/3576] Forecasting LANDO...
[2025-12-17T20:25:45.180885] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-17T20:25:45.180915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-17T20:25:45.191921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-17T20:25:45.192180] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-17T20:25:45.192918] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-17T20:25:45.192969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:45.192999] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:45.193025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:45.193081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:45.252605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:45.253273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:45.253349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:45.253381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:45.359155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:45.359306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:45.359345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:45.359375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:45.362697] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2025-12-17T20:25:45.362957] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-17T20:25:45.363079] [INFO ] [sig       ] LANDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:45.504121] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LANDO.txt
[2025-12-17T20:25:45.504273] [INFO ] [sig       ] [1874/3576] Completed LANDO in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:45.504312] [INFO ] [sig       ] [1875/3576] Forecasting LANDP...
[2025-12-17T20:25:45.504342] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-17T20:25:45.504372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-17T20:25:45.515517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-17T20:25:45.515888] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-17T20:25:45.516648] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-17T20:25:45.516700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:45.516731] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:45.516757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:45.516813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:45.572077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:45.572933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:45.573014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:45.573046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:45.683536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:45.683709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:45.683749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:45.683776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:45.687177] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-17T20:25:45.687465] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-17T20:25:45.687621] [INFO ] [sig       ] LANDP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:45.827006] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LANDP.txt
[2025-12-17T20:25:45.827129] [INFO ] [sig       ] [1875/3576] Completed LANDP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:45.827166] [INFO ] [sig       ] [1876/3576] Forecasting LASE...
[2025-12-17T20:25:45.827195] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-17T20:25:45.827228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-17T20:25:45.838232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-17T20:25:45.838497] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-17T20:25:45.839259] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-17T20:25:45.839309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:45.839340] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:45.839367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:45.839432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:45.895478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:45.896091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:45.896168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:45.896199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:46.010768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:46.010878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:46.010917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:46.010978] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:46.014140] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-17T20:25:46.014403] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-17T20:25:46.014526] [INFO ] [sig       ] LASE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:46.153113] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LASE.txt
[2025-12-17T20:25:46.153248] [INFO ] [sig       ] [1876/3576] Completed LASE in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:46.153287] [INFO ] [sig       ] [1877/3576] Forecasting LAZ...
[2025-12-17T20:25:46.153317] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-17T20:25:46.153347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-17T20:25:46.164353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-17T20:25:46.164626] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-17T20:25:46.165355] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-17T20:25:46.165405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:46.165436] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:46.165462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:46.165518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:46.220433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:46.221023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:46.221100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:46.221132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:46.339314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:46.339450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:46.339489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:46.339519] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:46.342916] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-17T20:25:46.343187] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-17T20:25:46.343310] [INFO ] [sig       ] LAZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:46.483195] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LAZ.txt
[2025-12-17T20:25:46.483344] [INFO ] [sig       ] [1877/3576] Completed LAZ in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:46.483383] [INFO ] [sig       ] [1878/3576] Forecasting LBRDA...
[2025-12-17T20:25:46.483413] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-17T20:25:46.483443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-17T20:25:46.495170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-17T20:25:46.495526] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-17T20:25:46.496285] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-17T20:25:46.496347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:46.496379] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:46.496405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:46.496461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:46.552794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:46.553686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:46.553778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:46.553812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:46.675120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:46.675273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:46.675316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:46.675347] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:46.678659] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=47.08%)
[2025-12-17T20:25:46.678960] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-17T20:25:46.679088] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:46.818056] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LBRDA.txt
[2025-12-17T20:25:46.818173] [INFO ] [sig       ] [1878/3576] Completed LBRDA in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:46.818211] [INFO ] [sig       ] [1879/3576] Forecasting LBRDK...
[2025-12-17T20:25:46.818239] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-17T20:25:46.818270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-17T20:25:46.829708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-17T20:25:46.830012] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-17T20:25:46.830816] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-17T20:25:46.830867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:46.830899] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:46.830927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:46.830983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:46.887543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:46.888440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:46.888526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:46.888558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:47.008561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:47.008729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:47.008770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:47.008797] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:47.012220] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-17T20:25:47.012487] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-17T20:25:47.012631] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:47.156497] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LBRDK.txt
[2025-12-17T20:25:47.156640] [INFO ] [sig       ] [1879/3576] Completed LBRDK in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:47.156688] [INFO ] [sig       ] [1880/3576] Forecasting LBTYA...
[2025-12-17T20:25:47.156725] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-17T20:25:47.156769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-17T20:25:47.168194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-17T20:25:47.168455] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-17T20:25:47.169238] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-17T20:25:47.169288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:47.169319] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:47.169345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:47.169409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:47.227398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:47.228080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:47.228159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:47.228192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:47.348700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:47.348848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:47.348906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:47.348938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:47.352332] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-17T20:25:47.352620] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-17T20:25:47.352772] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:47.499339] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LBTYA.txt
[2025-12-17T20:25:47.499473] [INFO ] [sig       ] [1880/3576] Completed LBTYA in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:47.499511] [INFO ] [sig       ] [1881/3576] Forecasting LBTYK...
[2025-12-17T20:25:47.499541] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-17T20:25:47.499590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-17T20:25:47.511271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-17T20:25:47.511552] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-17T20:25:47.512376] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-17T20:25:47.512433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:47.512466] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:47.512496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:47.512554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:47.569932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:47.570780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:47.570868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:47.570902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:47.694086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:47.694244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:47.694286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:47.694317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:47.697845] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=93.25%)
[2025-12-17T20:25:47.698161] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-17T20:25:47.698298] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:47.839230] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LBTYK.txt
[2025-12-17T20:25:47.839375] [INFO ] [sig       ] [1881/3576] Completed LBTYK in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:47.839414] [INFO ] [sig       ] [1882/3576] Forecasting LC...
[2025-12-17T20:25:47.839443] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-17T20:25:47.839473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-17T20:25:47.851358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-17T20:25:47.851739] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-17T20:25:47.852511] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-17T20:25:47.852564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:47.852626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:47.852655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:47.852712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:47.908533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:47.909405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:47.909489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:47.909524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:48.028015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:48.028170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:48.028210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:48.028241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:48.031663] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-17T20:25:48.031992] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-17T20:25:48.032122] [INFO ] [sig       ] LC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:48.177134] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LC.txt
[2025-12-17T20:25:48.177282] [INFO ] [sig       ] [1882/3576] Completed LC in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-17T20:25:48.177320] [INFO ] [sig       ] [1883/3576] Forecasting LCFY...
[2025-12-17T20:25:48.177350] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-17T20:25:48.177380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-17T20:25:48.189045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-17T20:25:48.189400] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-17T20:25:48.190212] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-17T20:25:48.190263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:48.190295] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:48.190322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:48.190379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:48.249433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:48.250401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:48.250517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:48.250558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:48.367329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:48.367480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:48.367521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:48.367549] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:48.370874] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-17T20:25:48.371139] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-17T20:25:48.371260] [INFO ] [sig       ] LCFY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:48.513763] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LCFY.txt
[2025-12-17T20:25:48.513921] [INFO ] [sig       ] [1883/3576] Completed LCFY in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-17T20:25:48.513965] [INFO ] [sig       ] [1884/3576] Forecasting LCID...
[2025-12-17T20:25:48.513999] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-17T20:25:48.514033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-17T20:25:48.525867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-17T20:25:48.526186] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-17T20:25:48.526949] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-17T20:25:48.527000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:48.527032] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:48.527059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:48.527115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:48.583139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:48.583858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:48.583937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:48.583971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:48.708584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:48.708740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:48.708782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:48.708812] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:48.712205] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-17T20:25:48.712475] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-17T20:25:48.712618] [INFO ] [sig       ] LCID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:48.854604] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LCID.txt
[2025-12-17T20:25:48.854771] [INFO ] [sig       ] [1884/3576] Completed LCID in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-17T20:25:48.854813] [INFO ] [sig       ] [1885/3576] Forecasting LCII...
[2025-12-17T20:25:48.854845] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-17T20:25:48.854878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-17T20:25:48.867093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-17T20:25:48.867471] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-17T20:25:48.868281] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-17T20:25:48.868335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:48.868369] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:48.868398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:48.868465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:48.926633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:48.927429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:48.927511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:48.927544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:49.044227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:49.044368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:49.044408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:49.044436] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:49.047727] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=22.52%)
[2025-12-17T20:25:49.047988] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-17T20:25:49.048107] [INFO ] [sig       ] LCII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:49.187603] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LCII.txt
[2025-12-17T20:25:49.187721] [INFO ] [sig       ] [1885/3576] Completed LCII in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-17T20:25:49.187763] [INFO ] [sig       ] [1886/3576] Forecasting LCNB...
[2025-12-17T20:25:49.187791] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-17T20:25:49.187821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-17T20:25:49.199555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-17T20:25:49.199846] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-17T20:25:49.200731] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-17T20:25:49.200787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:49.200820] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:49.200848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:49.200905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:49.257873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:49.258776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:49.258890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:49.258933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:49.367584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:49.367718] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:25:49.367756] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:49.367787] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:49.371104] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-17T20:25:49.371376] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-17T20:25:49.371499] [INFO ] [sig       ] LCNB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:49.509819] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LCNB.txt
[2025-12-17T20:25:49.509961] [INFO ] [sig       ] [1886/3576] Completed LCNB in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-17T20:25:49.510000] [INFO ] [sig       ] [1887/3576] Forecasting LDI...
[2025-12-17T20:25:49.510031] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-17T20:25:49.510061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-17T20:25:49.521709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-17T20:25:49.522023] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-17T20:25:49.522808] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-17T20:25:49.522859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:49.522892] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:49.522919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:49.522988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:49.579632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:49.580209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:49.580286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:49.580317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:49.702229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:49.702378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:49.702419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:49.702449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:49.705892] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-17T20:25:49.706168] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-17T20:25:49.706294] [INFO ] [sig       ] LDI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:49.847138] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LDI.txt
[2025-12-17T20:25:49.847301] [INFO ] [sig       ] [1887/3576] Completed LDI in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:49.847342] [INFO ] [sig       ] [1888/3576] Forecasting LDOS...
[2025-12-17T20:25:49.847372] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-17T20:25:49.847403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-17T20:25:49.859658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-17T20:25:49.860028] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-17T20:25:49.860808] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-17T20:25:49.860860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:49.860893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:49.860920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:49.860977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:49.917502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:49.918347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:49.918429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:49.918463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:50.036819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:50.036980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:50.037022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:50.037050] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:50.040528] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-17T20:25:50.040835] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-17T20:25:50.040965] [INFO ] [sig       ] LDOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:50.189562] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LDOS.txt
[2025-12-17T20:25:50.189737] [INFO ] [sig       ] [1888/3576] Completed LDOS in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:50.189786] [INFO ] [sig       ] [1889/3576] Forecasting LDP...
[2025-12-17T20:25:50.189825] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-17T20:25:50.189860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-17T20:25:50.202033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-17T20:25:50.202437] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-17T20:25:50.203246] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-17T20:25:50.203312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:50.203346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:50.203372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:50.203427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:50.258252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:50.259143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:50.259224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:50.259256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:50.379103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:50.379259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:50.379299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:50.379328] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:50.382653] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-17T20:25:50.382948] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-17T20:25:50.383072] [INFO ] [sig       ] LDP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:50.523473] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LDP.txt
[2025-12-17T20:25:50.523644] [INFO ] [sig       ] [1889/3576] Completed LDP in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:50.523686] [INFO ] [sig       ] [1890/3576] Forecasting LDSF...
[2025-12-17T20:25:50.523717] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-17T20:25:50.523755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-17T20:25:50.535046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-17T20:25:50.535349] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-17T20:25:50.536116] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-17T20:25:50.536166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:50.536221] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:50.536249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:50.536304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:50.593720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:50.594558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:50.594671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:50.594706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:50.718764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:50.718962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:50.719004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:50.719031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:50.722524] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-17T20:25:50.722821] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-17T20:25:50.722978] [INFO ] [sig       ] LDSF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:50.875699] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LDSF.txt
[2025-12-17T20:25:50.875855] [INFO ] [sig       ] [1890/3576] Completed LDSF in 0.4s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:50.875896] [INFO ] [sig       ] [1891/3576] Forecasting LE...
[2025-12-17T20:25:50.875927] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-17T20:25:50.875958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-17T20:25:50.888059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-17T20:25:50.888442] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-17T20:25:50.889268] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-17T20:25:50.889319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:50.889351] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:50.889377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:50.889432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:50.948398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:50.949313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:50.949400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:50.949433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:51.077242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:51.077395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:51.077435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:51.077465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:51.081058] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-17T20:25:51.081328] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-17T20:25:51.081456] [INFO ] [sig       ] LE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:51.224550] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LE.txt
[2025-12-17T20:25:51.224729] [INFO ] [sig       ] [1891/3576] Completed LE in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:51.224769] [INFO ] [sig       ] [1892/3576] Forecasting LEA...
[2025-12-17T20:25:51.224799] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-17T20:25:51.224828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-17T20:25:51.236298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-17T20:25:51.236637] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-17T20:25:51.237397] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-17T20:25:51.237447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:51.237478] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:51.237503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:51.237556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:51.292472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:51.293255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:51.293336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:51.293369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:51.408728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:51.408906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:51.408947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:51.408974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:51.412297] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=36.71%)
[2025-12-17T20:25:51.412562] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-17T20:25:51.412711] [INFO ] [sig       ] LEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:51.549296] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LEA.txt
[2025-12-17T20:25:51.549428] [INFO ] [sig       ] [1892/3576] Completed LEA in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:51.549472] [INFO ] [sig       ] [1893/3576] Forecasting LECO...
[2025-12-17T20:25:51.549503] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-17T20:25:51.549534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-17T20:25:51.560654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-17T20:25:51.560959] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-17T20:25:51.561705] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-17T20:25:51.561757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:51.561794] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:51.561826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:51.561894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:51.618099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:51.618781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:51.618891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:51.618925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:51.736267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:51.736422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:51.736461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:51.736521] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:51.739927] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-17T20:25:51.740238] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-17T20:25:51.740376] [INFO ] [sig       ] LECO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:51.882931] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LECO.txt
[2025-12-17T20:25:51.883064] [INFO ] [sig       ] [1893/3576] Completed LECO in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:51.883102] [INFO ] [sig       ] [1894/3576] Forecasting LEG...
[2025-12-17T20:25:51.883131] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-17T20:25:51.883161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-17T20:25:51.894338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-17T20:25:51.894636] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-17T20:25:51.895371] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-17T20:25:51.895421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:51.895452] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:51.895477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:51.895532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:51.954022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:51.954798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:51.954892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:51.954933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:52.077813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:52.077956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:52.078000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:52.078035] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:52.081407] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=71.75%)
[2025-12-17T20:25:52.081706] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-17T20:25:52.081829] [INFO ] [sig       ] LEG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:52.221664] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LEG.txt
[2025-12-17T20:25:52.221808] [INFO ] [sig       ] [1894/3576] Completed LEG in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:52.221854] [INFO ] [sig       ] [1895/3576] Forecasting LEGH...
[2025-12-17T20:25:52.221886] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-17T20:25:52.221917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-17T20:25:52.233466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-17T20:25:52.233773] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-17T20:25:52.234529] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-17T20:25:52.234600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:52.234638] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:52.234673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:52.234730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:52.292564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:52.293238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:52.293317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:52.293351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:52.409684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:52.409832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:52.409870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:52.409900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:52.413543] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-17T20:25:52.413830] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-17T20:25:52.413953] [INFO ] [sig       ] LEGH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:52.553523] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LEGH.txt
[2025-12-17T20:25:52.553679] [INFO ] [sig       ] [1895/3576] Completed LEGH in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:52.553718] [INFO ] [sig       ] [1896/3576] Forecasting LEGN...
[2025-12-17T20:25:52.553747] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-17T20:25:52.553778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-17T20:25:52.569086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-17T20:25:52.569431] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-17T20:25:52.570228] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-17T20:25:52.570280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:52.570310] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:52.570336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:52.570392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:52.627951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:52.628793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:52.628936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:52.628980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:52.751032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:52.751181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:52.751236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:52.751266] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:52.754663] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-17T20:25:52.754934] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-17T20:25:52.755059] [INFO ] [sig       ] LEGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:52.897107] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LEGN.txt
[2025-12-17T20:25:52.897258] [INFO ] [sig       ] [1896/3576] Completed LEGN in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:52.897296] [INFO ] [sig       ] [1897/3576] Forecasting LEN...
[2025-12-17T20:25:52.897325] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-17T20:25:52.897356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-17T20:25:52.909281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-17T20:25:52.909585] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-17T20:25:52.910346] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-17T20:25:52.910397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:52.910431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:52.910458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:52.910517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:52.968747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:52.969465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:52.969545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:52.969596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:53.094173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:53.094326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:53.094368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:53.094398] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:53.097773] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-17T20:25:53.098044] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-17T20:25:53.098171] [INFO ] [sig       ] LEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:53.238098] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LEN.txt
[2025-12-17T20:25:53.238232] [INFO ] [sig       ] [1897/3576] Completed LEN in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:53.238271] [INFO ] [sig       ] [1898/3576] Forecasting LENZ...
[2025-12-17T20:25:53.238301] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-17T20:25:53.238335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-17T20:25:53.249881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-17T20:25:53.250177] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-17T20:25:53.250964] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-17T20:25:53.251016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:53.251049] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:53.251076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:53.251134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:53.308665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:53.309414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:53.309493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:53.309526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:53.431299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:53.431450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:53.431492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:53.431521] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:53.434972] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-17T20:25:53.435244] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-17T20:25:53.435373] [INFO ] [sig       ] LENZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:53.577452] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LENZ.txt
[2025-12-17T20:25:53.577597] [INFO ] [sig       ] [1898/3576] Completed LENZ in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:53.577638] [INFO ] [sig       ] [1899/3576] Forecasting LEO...
[2025-12-17T20:25:53.577668] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-17T20:25:53.577698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-17T20:25:53.588876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-17T20:25:53.589194] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-17T20:25:53.589977] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-17T20:25:53.590030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:53.590061] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:53.590087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:53.590142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:53.648837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:53.649520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:53.649615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:53.649650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:53.771811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:53.771975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:53.772013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:53.772042] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:53.775295] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-17T20:25:53.775556] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-17T20:25:53.775695] [INFO ] [sig       ] LEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:53.917724] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LEO.txt
[2025-12-17T20:25:53.917880] [INFO ] [sig       ] [1899/3576] Completed LEO in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:53.917920] [INFO ] [sig       ] [1900/3576] Forecasting LESL...
[2025-12-17T20:25:53.917951] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-17T20:25:53.917983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-17T20:25:53.929953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-17T20:25:53.930342] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-17T20:25:53.931146] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-17T20:25:53.931198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:53.931244] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:53.931273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:53.931330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:53.989911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:53.990696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:53.990803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:53.991028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:54.118226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:54.118376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:54.118416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:54.118446] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:54.122034] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-17T20:25:54.122318] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-17T20:25:54.122467] [INFO ] [sig       ] LESL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:54.266222] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LESL.txt
[2025-12-17T20:25:54.266361] [INFO ] [sig       ] [1900/3576] Completed LESL in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-17T20:25:54.266398] [INFO ] [sig       ] [1901/3576] Forecasting LEVI...
[2025-12-17T20:25:54.266428] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-17T20:25:54.266458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-17T20:25:54.278037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-17T20:25:54.278316] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-17T20:25:54.279100] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-17T20:25:54.279151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:54.279183] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:54.279209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:54.279264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:54.336672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:54.337461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:54.337542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:54.337592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:54.460743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:54.460892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:54.460931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:54.460959] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:54.464276] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=92.87%)
[2025-12-17T20:25:54.464565] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-17T20:25:54.464713] [INFO ] [sig       ] LEVI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:54.608330] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LEVI.txt
[2025-12-17T20:25:54.608490] [INFO ] [sig       ] [1901/3576] Completed LEVI in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-17T20:25:54.608540] [INFO ] [sig       ] [1902/3576] Forecasting LFMD...
[2025-12-17T20:25:54.608590] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-17T20:25:54.608626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-17T20:25:54.620301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-17T20:25:54.620648] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-17T20:25:54.621444] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-17T20:25:54.621496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:54.621527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:54.621554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:54.621636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:54.679117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:54.679882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:54.679964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:54.679998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:54.802345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:54.802498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:54.802537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:54.802583] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:54.806035] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2025-12-17T20:25:54.806313] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-17T20:25:54.806444] [INFO ] [sig       ] LFMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:54.947741] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LFMD.txt
[2025-12-17T20:25:54.947892] [INFO ] [sig       ] [1902/3576] Completed LFMD in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-17T20:25:54.947931] [INFO ] [sig       ] [1903/3576] Forecasting LFUS...
[2025-12-17T20:25:54.947959] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-17T20:25:54.947991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-17T20:25:54.959638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-17T20:25:54.959984] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-17T20:25:54.960754] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-17T20:25:54.960805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:54.960837] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:54.960863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:54.960918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:55.022539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:55.023519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:55.023627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:55.023664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:55.146899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:55.147053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:55.147093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:55.147126] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:55.150641] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-17T20:25:55.150929] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-17T20:25:55.151079] [INFO ] [sig       ] LFUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:55.293183] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LFUS.txt
[2025-12-17T20:25:55.293349] [INFO ] [sig       ] [1903/3576] Completed LFUS in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-17T20:25:55.293388] [INFO ] [sig       ] [1904/3576] Forecasting LFVN...
[2025-12-17T20:25:55.293430] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-17T20:25:55.293463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-17T20:25:55.305283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-17T20:25:55.305597] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-17T20:25:55.306370] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-17T20:25:55.306421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:55.306454] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:55.306482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:55.306539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:55.364222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:55.364903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:55.364981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:55.365015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:55.486538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:55.486717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:55.486761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:55.486791] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:55.490938] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-17T20:25:55.491309] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-17T20:25:55.491459] [INFO ] [sig       ] LFVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:55.639832] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LFVN.txt
[2025-12-17T20:25:55.640079] [INFO ] [sig       ] [1904/3576] Completed LFVN in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:55.640127] [INFO ] [sig       ] [1905/3576] Forecasting LGCL...
[2025-12-17T20:25:55.640157] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-17T20:25:55.640190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-17T20:25:55.652526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-17T20:25:55.652899] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-17T20:25:55.653706] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-17T20:25:55.653758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:55.653789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:55.653817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:55.653873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:55.713500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:55.714420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:55.714504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:55.714536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:55.824356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:55.824508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:55.824548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:55.824593] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:55.827977] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-17T20:25:55.828293] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-17T20:25:55.828432] [INFO ] [sig       ] LGCL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:55.966597] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LGCL.txt
[2025-12-17T20:25:55.966743] [INFO ] [sig       ] [1905/3576] Completed LGCL in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:55.966784] [INFO ] [sig       ] [1906/3576] Forecasting LGI...
[2025-12-17T20:25:55.966812] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-17T20:25:55.966842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-17T20:25:55.978557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-17T20:25:55.978932] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-17T20:25:55.979713] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-17T20:25:55.979764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:55.979797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:55.979824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:55.979879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:56.056161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:56.057052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:56.057141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:56.057180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:56.176238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:56.176392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:56.176433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:56.176463] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:56.179799] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-17T20:25:56.180073] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-17T20:25:56.180198] [INFO ] [sig       ] LGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:56.322430] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LGI.txt
[2025-12-17T20:25:56.322607] [INFO ] [sig       ] [1906/3576] Completed LGI in 0.4s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:56.322650] [INFO ] [sig       ] [1907/3576] Forecasting LGIH...
[2025-12-17T20:25:56.322679] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-17T20:25:56.322707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-17T20:25:56.334107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-17T20:25:56.334471] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-17T20:25:56.335292] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-17T20:25:56.335344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:56.335403] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:56.335432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:56.335489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:56.392550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:56.393420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:56.393506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:56.393540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:56.512788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:56.512944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:56.512985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:56.513030] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:56.516313] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-17T20:25:56.516598] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-17T20:25:56.516723] [INFO ] [sig       ] LGIH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:56.653257] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LGIH.txt
[2025-12-17T20:25:56.653385] [INFO ] [sig       ] [1907/3576] Completed LGIH in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:56.653422] [INFO ] [sig       ] [1908/3576] Forecasting LGND...
[2025-12-17T20:25:56.653452] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-17T20:25:56.653482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-17T20:25:56.664514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-17T20:25:56.664823] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-17T20:25:56.665553] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-17T20:25:56.665622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:56.665654] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:56.665680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:56.665735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:56.720965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:56.721704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:56.721783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:56.721815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:56.837512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:56.837671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:56.837711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:56.837739] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:56.841052] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-17T20:25:56.841313] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-17T20:25:56.841435] [INFO ] [sig       ] LGND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:56.990847] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LGND.txt
[2025-12-17T20:25:56.990981] [INFO ] [sig       ] [1908/3576] Completed LGND in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:56.991018] [INFO ] [sig       ] [1909/3576] Forecasting LH...
[2025-12-17T20:25:56.991048] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-17T20:25:56.991078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-17T20:25:57.002541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-17T20:25:57.002898] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-17T20:25:57.003660] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-17T20:25:57.003712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:57.003744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:57.003770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:57.003825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:57.061379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:57.062253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:57.062339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:57.062390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:57.185209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:57.185356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:57.185395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:57.185424] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:57.188966] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-17T20:25:57.189239] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-17T20:25:57.189365] [INFO ] [sig       ] LH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:57.331031] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LH.txt
[2025-12-17T20:25:57.331184] [INFO ] [sig       ] [1909/3576] Completed LH in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:57.331224] [INFO ] [sig       ] [1910/3576] Forecasting LHX...
[2025-12-17T20:25:57.331253] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-17T20:25:57.331284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-17T20:25:57.342922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-17T20:25:57.343237] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-17T20:25:57.344072] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-17T20:25:57.344131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:57.344173] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:57.344202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:57.344258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:57.402097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:57.402798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:57.402878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:57.402911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:57.531647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:57.531817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:57.531859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:57.531919] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:57.535387] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-17T20:25:57.535693] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-17T20:25:57.535831] [INFO ] [sig       ] LHX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:57.678722] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LHX.txt
[2025-12-17T20:25:57.678891] [INFO ] [sig       ] [1910/3576] Completed LHX in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:57.678933] [INFO ] [sig       ] [1911/3576] Forecasting LI...
[2025-12-17T20:25:57.678962] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-17T20:25:57.678992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-17T20:25:57.690197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-17T20:25:57.690548] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-17T20:25:57.691353] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-17T20:25:57.691404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:57.691435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:57.691487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:57.691544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:57.748668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:57.749525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:57.749626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:57.749660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:57.871229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:57.871385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:57.871424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:57.871453] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:57.874776] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-12-17T20:25:57.875069] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-17T20:25:57.875199] [INFO ] [sig       ] LI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:58.014417] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LI.txt
[2025-12-17T20:25:58.014587] [INFO ] [sig       ] [1911/3576] Completed LI in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:58.014629] [INFO ] [sig       ] [1912/3576] Forecasting LICN...
[2025-12-17T20:25:58.014658] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-17T20:25:58.014687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-17T20:25:58.025537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-17T20:25:58.025911] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-17T20:25:58.026686] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-17T20:25:58.026737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:58.026767] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:58.026794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:58.026849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:58.084791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:58.085658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:58.085743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:58.085777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:58.206367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:58.206529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:58.206587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:58.206619] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:58.210530] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=22.32%)
[2025-12-17T20:25:58.210871] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-17T20:25:58.211012] [INFO ] [sig       ] LICN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:58.351413] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LICN.txt
[2025-12-17T20:25:58.351567] [INFO ] [sig       ] [1912/3576] Completed LICN in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:58.351628] [INFO ] [sig       ] [1913/3576] Forecasting LIF...
[2025-12-17T20:25:58.351658] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-17T20:25:58.351689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-17T20:25:58.363088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-17T20:25:58.363439] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-17T20:25:58.364223] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-17T20:25:58.364273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:58.364304] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:58.364330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:58.364385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:58.421958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:58.422842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:58.422932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:58.422974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:58.548884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:58.549041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:58.549081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:58.549109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:58.552460] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-17T20:25:58.552744] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-17T20:25:58.552868] [INFO ] [sig       ] LIF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:58.692120] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LIF.txt
[2025-12-17T20:25:58.692265] [INFO ] [sig       ] [1913/3576] Completed LIF in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:58.692305] [INFO ] [sig       ] [1914/3576] Forecasting LII...
[2025-12-17T20:25:58.692334] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-17T20:25:58.692364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-17T20:25:58.703477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-17T20:25:58.703799] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-17T20:25:58.704628] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-17T20:25:58.704682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:58.704714] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:58.704742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:58.704799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:58.762520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:58.763296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:58.763377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:58.763410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:58.879976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:58.880133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:58.880174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:58.880202] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:58.883477] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=68.13%)
[2025-12-17T20:25:58.883758] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-17T20:25:58.883881] [INFO ] [sig       ] LII: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:59.021231] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LII.txt
[2025-12-17T20:25:59.021362] [INFO ] [sig       ] [1914/3576] Completed LII in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:59.021401] [INFO ] [sig       ] [1915/3576] Forecasting LILA...
[2025-12-17T20:25:59.021429] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-17T20:25:59.021459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-17T20:25:59.032383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-17T20:25:59.032721] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-17T20:25:59.033493] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-17T20:25:59.033545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:59.033597] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:59.033627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:59.033683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:59.090493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:59.091174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:59.091253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:59.091286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:59.209167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:59.209319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:59.209360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:59.209390] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:59.212781] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-17T20:25:59.213062] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-17T20:25:59.213192] [INFO ] [sig       ] LILA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:25:59.355207] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LILA.txt
[2025-12-17T20:25:59.355335] [INFO ] [sig       ] [1915/3576] Completed LILA in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:59.355372] [INFO ] [sig       ] [1916/3576] Forecasting LILAK...
[2025-12-17T20:25:59.355401] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-17T20:25:59.355431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-17T20:25:59.366302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-17T20:25:59.366604] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-17T20:25:59.367362] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-17T20:25:59.367413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:59.367445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:59.367471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:59.367526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:59.424470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:59.425205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:59.425284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:59.425318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:59.548002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:59.548150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:59.548189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:59.548218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:59.551500] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-17T20:25:59.551784] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-17T20:25:59.551904] [INFO ] [sig       ] LILAK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:25:59.689894] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LILAK.txt
[2025-12-17T20:25:59.690035] [INFO ] [sig       ] [1916/3576] Completed LILAK in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:25:59.690081] [INFO ] [sig       ] [1917/3576] Forecasting LIN...
[2025-12-17T20:25:59.690115] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-17T20:25:59.690152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-17T20:25:59.700857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-17T20:25:59.701164] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-17T20:25:59.701931] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-17T20:25:59.701982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:25:59.702013] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:25:59.702043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:25:59.702099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:25:59.758691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:25:59.759372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:25:59.759475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:25:59.759508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:25:59.874500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:25:59.874665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:25:59.874704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:25:59.874734] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:25:59.878036] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=75.42%)
[2025-12-17T20:25:59.878300] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-17T20:25:59.878423] [INFO ] [sig       ] LIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:00.017188] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LIN.txt
[2025-12-17T20:26:00.017319] [INFO ] [sig       ] [1917/3576] Completed LIN in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-17T20:26:00.017356] [INFO ] [sig       ] [1918/3576] Forecasting LINC...
[2025-12-17T20:26:00.017387] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-17T20:26:00.017416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-17T20:26:00.028648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-17T20:26:00.028967] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-17T20:26:00.029749] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-17T20:26:00.029801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:00.029832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:00.029859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:00.029915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:00.084457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:00.085082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:00.085162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:00.085194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:00.196223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:00.196358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:00.196399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:00.196427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:00.199892] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-17T20:26:00.200208] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-17T20:26:00.200371] [INFO ] [sig       ] LINC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:00.365827] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LINC.txt
[2025-12-17T20:26:00.365967] [INFO ] [sig       ] [1918/3576] Completed LINC in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-17T20:26:00.366008] [INFO ] [sig       ] [1919/3576] Forecasting LIND...
[2025-12-17T20:26:00.366036] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-17T20:26:00.366066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-17T20:26:00.377539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-17T20:26:00.377880] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-17T20:26:00.378649] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-17T20:26:00.378699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:00.378730] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:00.378757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:00.378811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:00.436303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:00.437130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:00.437214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:00.437248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:00.558641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:00.558792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:00.558834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:00.558901] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:00.562343] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-17T20:26:00.562633] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-17T20:26:00.562761] [INFO ] [sig       ] LIND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:00.703185] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LIND.txt
[2025-12-17T20:26:00.703340] [INFO ] [sig       ] [1919/3576] Completed LIND in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-17T20:26:00.703381] [INFO ] [sig       ] [1920/3576] Forecasting LINE...
[2025-12-17T20:26:00.703410] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-17T20:26:00.703440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-17T20:26:00.715554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-17T20:26:00.715966] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-17T20:26:00.716763] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-17T20:26:00.716815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:00.716847] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:00.716874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:00.716929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:00.772841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:00.773667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:00.773746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:00.773779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:00.898438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:00.898620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:00.898661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:00.898691] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:00.901990] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=72.91%)
[2025-12-17T20:26:00.902257] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-17T20:26:00.902377] [INFO ] [sig       ] LINE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:01.042446] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LINE.txt
[2025-12-17T20:26:01.042609] [INFO ] [sig       ] [1920/3576] Completed LINE in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-17T20:26:01.042651] [INFO ] [sig       ] [1921/3576] Forecasting LINK...
[2025-12-17T20:26:01.042680] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-17T20:26:01.042710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-17T20:26:01.053665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-17T20:26:01.053922] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-17T20:26:01.054679] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-17T20:26:01.054731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:01.054763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:01.054790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:01.054846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:01.111025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:01.111641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:01.111726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:01.111758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:01.225724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:01.225886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:01.225925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:01.225952] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:01.229356] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-12-17T20:26:01.229681] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-17T20:26:01.229816] [INFO ] [sig       ] LINK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:01.370556] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LINK.txt
[2025-12-17T20:26:01.370695] [INFO ] [sig       ] [1921/3576] Completed LINK in 0.3s | 2.92 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-17T20:26:01.370733] [INFO ] [sig       ] [1922/3576] Forecasting LITE...
[2025-12-17T20:26:01.370761] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-17T20:26:01.370791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-17T20:26:01.382326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-17T20:26:01.382610] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-17T20:26:01.383342] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-17T20:26:01.383393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:01.383425] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:01.383451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:01.383506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:01.439908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:01.440536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:01.440628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:01.440662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:01.562749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:01.562906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:01.562945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:01.562974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:01.566297] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-17T20:26:01.566561] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-17T20:26:01.566703] [INFO ] [sig       ] LITE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:01.705547] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LITE.txt
[2025-12-17T20:26:01.705686] [INFO ] [sig       ] [1922/3576] Completed LITE in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:01.705724] [INFO ] [sig       ] [1923/3576] Forecasting LITM...
[2025-12-17T20:26:01.705753] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-17T20:26:01.705783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-17T20:26:01.717039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-17T20:26:01.717319] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-17T20:26:01.718064] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-17T20:26:01.718114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:01.718146] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:01.718172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:01.718227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:01.774103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:01.774736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:01.774811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:01.774842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:01.896191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:01.896339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:01.896380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:01.896410] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:01.899771] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-17T20:26:01.900041] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-17T20:26:01.900170] [INFO ] [sig       ] LITM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:02.047127] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LITM.txt
[2025-12-17T20:26:02.047265] [INFO ] [sig       ] [1923/3576] Completed LITM in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:02.047305] [INFO ] [sig       ] [1924/3576] Forecasting LIVN...
[2025-12-17T20:26:02.047335] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-17T20:26:02.047366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-17T20:26:02.059454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-17T20:26:02.059800] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-17T20:26:02.060557] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-17T20:26:02.060639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:02.060706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:02.060737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:02.060796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:02.116557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:02.117253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:02.117331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:02.117364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:02.238727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:02.238896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:02.238938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:02.238967] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:02.242190] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-17T20:26:02.242452] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-17T20:26:02.242597] [INFO ] [sig       ] LIVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:02.381491] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LIVN.txt
[2025-12-17T20:26:02.381623] [INFO ] [sig       ] [1924/3576] Completed LIVN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:02.381664] [INFO ] [sig       ] [1925/3576] Forecasting LKFN...
[2025-12-17T20:26:02.381693] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-17T20:26:02.381722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-17T20:26:02.392710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-17T20:26:02.392970] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-17T20:26:02.393715] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-17T20:26:02.393766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:02.393797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:02.393823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:02.393879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:02.448965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:02.449821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:02.449900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:02.449932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:02.567512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:02.567688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:02.567729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:02.567759] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:02.571259] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-17T20:26:02.571549] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-17T20:26:02.571701] [INFO ] [sig       ] LKFN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:02.717373] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LKFN.txt
[2025-12-17T20:26:02.717524] [INFO ] [sig       ] [1925/3576] Completed LKFN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:02.717565] [INFO ] [sig       ] [1926/3576] Forecasting LKQ...
[2025-12-17T20:26:02.717615] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-17T20:26:02.717646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-17T20:26:02.729311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-17T20:26:02.729690] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-17T20:26:02.730461] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-17T20:26:02.730512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:02.730544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:02.730592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:02.730651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:02.787432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:02.788274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:02.788357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:02.788389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:02.908486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:02.908661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:02.908704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:02.908734] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:02.912161] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-17T20:26:02.912438] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-17T20:26:02.912565] [INFO ] [sig       ] LKQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:03.052960] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LKQ.txt
[2025-12-17T20:26:03.053094] [INFO ] [sig       ] [1926/3576] Completed LKQ in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:03.053132] [INFO ] [sig       ] [1927/3576] Forecasting LLY...
[2025-12-17T20:26:03.053161] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-17T20:26:03.053191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-17T20:26:03.064628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-17T20:26:03.064977] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-17T20:26:03.065771] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-17T20:26:03.065823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:03.065856] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:03.065884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:03.065941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:03.121952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:03.122775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:03.122855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:03.122888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:03.243979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:03.244130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:03.244168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:03.244228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:03.247510] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-17T20:26:03.247827] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-17T20:26:03.247951] [INFO ] [sig       ] LLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:03.383765] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LLY.txt
[2025-12-17T20:26:03.383884] [INFO ] [sig       ] [1927/3576] Completed LLY in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:03.383927] [INFO ] [sig       ] [1928/3576] Forecasting LMB...
[2025-12-17T20:26:03.383958] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-17T20:26:03.383988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-17T20:26:03.395364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-17T20:26:03.395706] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-17T20:26:03.396442] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-17T20:26:03.396492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:03.396524] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:03.396550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:03.396624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:03.453101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:03.453750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:03.453829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:03.453859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:03.576269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:03.576433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:03.576480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:03.576509] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:03.580112] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-17T20:26:03.580415] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-17T20:26:03.580542] [INFO ] [sig       ] LMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:03.721292] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LMB.txt
[2025-12-17T20:26:03.721456] [INFO ] [sig       ] [1928/3576] Completed LMB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:03.721497] [INFO ] [sig       ] [1929/3576] Forecasting LMBS...
[2025-12-17T20:26:03.721538] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-17T20:26:03.721584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-17T20:26:03.733519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-17T20:26:03.733874] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-17T20:26:03.734653] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-17T20:26:03.734704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:03.734735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:03.734762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:03.734827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:03.791012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:03.791675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:03.791751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:03.791783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:03.912102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:03.912256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:03.912295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:03.912323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:03.915680] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-17T20:26:03.915957] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-17T20:26:03.916102] [INFO ] [sig       ] LMBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:04.056944] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LMBS.txt
[2025-12-17T20:26:04.057081] [INFO ] [sig       ] [1929/3576] Completed LMBS in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:04.057127] [INFO ] [sig       ] [1930/3576] Forecasting LMND...
[2025-12-17T20:26:04.057162] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-17T20:26:04.057199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-17T20:26:04.068231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-17T20:26:04.068596] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-17T20:26:04.069445] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-17T20:26:04.069498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:04.069529] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:04.069554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:04.069630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:04.127299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:04.127981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:04.128067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:04.128107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:04.248020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:04.248173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:04.248213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:04.248244] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:04.251764] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-17T20:26:04.252039] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-17T20:26:04.252198] [INFO ] [sig       ] LMND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:04.395470] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LMND.txt
[2025-12-17T20:26:04.395615] [INFO ] [sig       ] [1930/3576] Completed LMND in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:04.395657] [INFO ] [sig       ] [1931/3576] Forecasting LNC...
[2025-12-17T20:26:04.395686] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-17T20:26:04.395716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-17T20:26:04.407223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-17T20:26:04.407602] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-17T20:26:04.408365] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-17T20:26:04.408417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:04.408448] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:04.408474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:04.408529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:04.463290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:04.464023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:04.464118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:04.464151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:04.591262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:04.591416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:04.591471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:04.591504] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:04.594927] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=79.51%)
[2025-12-17T20:26:04.595197] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-17T20:26:04.595323] [INFO ] [sig       ] LNC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:04.734414] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LNC.txt
[2025-12-17T20:26:04.734549] [INFO ] [sig       ] [1931/3576] Completed LNC in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:04.734608] [INFO ] [sig       ] [1932/3576] Forecasting LND...
[2025-12-17T20:26:04.734639] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-17T20:26:04.734670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-17T20:26:04.745753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-17T20:26:04.746030] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-17T20:26:04.746792] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-17T20:26:04.746842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:04.746872] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:04.746898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:04.746953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:04.802315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:04.802937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:04.803018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:04.803059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:04.916866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:04.917013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:04.917051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:04.917079] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:04.920403] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-17T20:26:04.920686] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-17T20:26:04.920808] [INFO ] [sig       ] LND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:05.057910] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LND.txt
[2025-12-17T20:26:05.058034] [INFO ] [sig       ] [1932/3576] Completed LND in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:05.058072] [INFO ] [sig       ] [1933/3576] Forecasting LNG...
[2025-12-17T20:26:05.058101] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-17T20:26:05.058130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-17T20:26:05.069313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-17T20:26:05.069610] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-17T20:26:05.070340] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-17T20:26:05.070390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:05.070421] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:05.070448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:05.070503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:05.125221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:05.125847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:05.125921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:05.125953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:05.244655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:05.244804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:05.244841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:05.244869] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:05.248146] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-17T20:26:05.248408] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-17T20:26:05.248530] [INFO ] [sig       ] LNG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:05.389266] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LNG.txt
[2025-12-17T20:26:05.389400] [INFO ] [sig       ] [1933/3576] Completed LNG in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:05.389439] [INFO ] [sig       ] [1934/3576] Forecasting LNKB...
[2025-12-17T20:26:05.389468] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-17T20:26:05.389497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-17T20:26:05.400245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-17T20:26:05.400524] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-17T20:26:05.401291] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-17T20:26:05.401341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:05.401371] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:05.401399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:05.401453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:05.457069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:05.457701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:05.457806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:05.457839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:05.570835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:05.570987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:05.571027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:05.571055] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:05.574375] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=25.22%)
[2025-12-17T20:26:05.574659] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-17T20:26:05.574782] [INFO ] [sig       ] LNKB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:05.717558] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LNKB.txt
[2025-12-17T20:26:05.717693] [INFO ] [sig       ] [1934/3576] Completed LNKB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-17T20:26:05.717731] [INFO ] [sig       ] [1935/3576] Forecasting LNN...
[2025-12-17T20:26:05.717760] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-17T20:26:05.717789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-17T20:26:05.729770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-17T20:26:05.730052] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-17T20:26:05.730843] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-17T20:26:05.730894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:05.730935] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:05.730963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:05.731020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:05.787875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:05.788489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:05.788615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:05.788652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:05.911645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:05.911799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:05.911837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:05.911866] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:05.915238] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-17T20:26:05.915508] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-17T20:26:05.915652] [INFO ] [sig       ] LNN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:06.053357] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LNN.txt
[2025-12-17T20:26:06.053479] [INFO ] [sig       ] [1935/3576] Completed LNN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-17T20:26:06.053517] [INFO ] [sig       ] [1936/3576] Forecasting LNTH...
[2025-12-17T20:26:06.053546] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-17T20:26:06.053592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-17T20:26:06.065463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-17T20:26:06.065760] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-17T20:26:06.066481] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-17T20:26:06.066532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:06.066562] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:06.066609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:06.066666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:06.123777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:06.124386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:06.124463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:06.124494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:06.242536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:06.242702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:06.242742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:06.242769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:06.246072] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=58.78%)
[2025-12-17T20:26:06.246332] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-17T20:26:06.246454] [INFO ] [sig       ] LNTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:06.389288] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LNTH.txt
[2025-12-17T20:26:06.389444] [INFO ] [sig       ] [1936/3576] Completed LNTH in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-17T20:26:06.389485] [INFO ] [sig       ] [1937/3576] Forecasting LNZA...
[2025-12-17T20:26:06.389514] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-17T20:26:06.389543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-17T20:26:06.400959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-17T20:26:06.401288] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-17T20:26:06.402065] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-17T20:26:06.402114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:06.402145] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:06.402172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:06.402231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:06.457931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:06.458780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:06.458877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:06.458911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:06.573852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:06.574003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:06.574042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:06.574071] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:06.577373] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-17T20:26:06.577659] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-17T20:26:06.577782] [INFO ] [sig       ] LNZA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:06.714099] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LNZA.txt
[2025-12-17T20:26:06.714293] [INFO ] [sig       ] [1937/3576] Completed LNZA in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-17T20:26:06.714333] [INFO ] [sig       ] [1938/3576] Forecasting LOAN...
[2025-12-17T20:26:06.714363] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-17T20:26:06.714392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-17T20:26:06.724971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-17T20:26:06.725265] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-17T20:26:06.726021] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-17T20:26:06.726071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:06.726103] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:06.726130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:06.726185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:06.780715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:06.781527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:06.781625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:06.781659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:06.887696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:06.887849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:06.887888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:06.887916] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:06.891230] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-17T20:26:06.891490] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-17T20:26:06.891635] [INFO ] [sig       ] LOAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:07.031075] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LOAN.txt
[2025-12-17T20:26:07.031231] [INFO ] [sig       ] [1938/3576] Completed LOAN in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-17T20:26:07.031271] [INFO ] [sig       ] [1939/3576] Forecasting LOB...
[2025-12-17T20:26:07.031311] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-17T20:26:07.031343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-17T20:26:07.043255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-17T20:26:07.043653] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-17T20:26:07.044449] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-17T20:26:07.044508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:07.044556] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:07.044630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:07.044693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:07.107712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:07.108647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:07.108741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:07.108775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:07.235843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:07.235997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:07.236038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:07.236066] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:07.239480] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-17T20:26:07.239769] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-17T20:26:07.239904] [INFO ] [sig       ] LOB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:07.377846] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LOB.txt
[2025-12-17T20:26:07.377977] [INFO ] [sig       ] [1939/3576] Completed LOB in 0.3s | 2.93 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-17T20:26:07.378016] [INFO ] [sig       ] [1940/3576] Forecasting LOCO...
[2025-12-17T20:26:07.378045] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-17T20:26:07.378076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-17T20:26:07.389672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-17T20:26:07.389956] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-17T20:26:07.390765] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-17T20:26:07.390817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:07.390849] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:07.390875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:07.390940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:07.446777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:07.447462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:07.447547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:07.447599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:07.564711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:07.564864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:07.564905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:07.564933] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:07.568224] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-12-17T20:26:07.568487] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-17T20:26:07.568622] [INFO ] [sig       ] LOCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:07.708649] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LOCO.txt
[2025-12-17T20:26:07.708793] [INFO ] [sig       ] [1940/3576] Completed LOCO in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:07.708840] [INFO ] [sig       ] [1941/3576] Forecasting LOGI...
[2025-12-17T20:26:07.708899] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-17T20:26:07.708931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-17T20:26:07.720153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-17T20:26:07.720459] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-17T20:26:07.721258] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-17T20:26:07.721316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:07.721372] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:07.721400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:07.721456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:07.777029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:07.777838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:07.777917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:07.777949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:07.904219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:07.904378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:07.904421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:07.904451] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:07.908018] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-17T20:26:07.908347] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-17T20:26:07.908484] [INFO ] [sig       ] LOGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:08.052978] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LOGI.txt
[2025-12-17T20:26:08.053146] [INFO ] [sig       ] [1941/3576] Completed LOGI in 0.3s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:08.053214] [INFO ] [sig       ] [1942/3576] Forecasting LOMA...
[2025-12-17T20:26:08.053263] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-17T20:26:08.053307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-17T20:26:08.067436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-17T20:26:08.067884] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-17T20:26:08.068782] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-17T20:26:08.068835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:08.068896] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:08.068924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:08.068982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:08.142135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:08.143082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:08.143179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:08.143214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:08.305101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:08.305263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:08.305308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:08.305356] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:08.309109] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=26.31%)
[2025-12-17T20:26:08.309542] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-17T20:26:08.309762] [INFO ] [sig       ] LOMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:08.526456] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LOMA.txt
[2025-12-17T20:26:08.526669] [INFO ] [sig       ] [1942/3576] Completed LOMA in 0.5s | 2.93 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:08.526717] [INFO ] [sig       ] [1943/3576] Forecasting LOPE...
[2025-12-17T20:26:08.526752] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-17T20:26:08.526795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-17T20:26:08.546438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-17T20:26:08.547058] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-17T20:26:08.548254] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-17T20:26:08.548331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:08.548380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:08.548423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:08.548512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:08.640092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:08.641460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:08.641644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:08.641704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:08.814111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:08.814409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:08.814480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:08.814527] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:08.820635] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-17T20:26:08.821157] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-17T20:26:08.821361] [INFO ] [sig       ] LOPE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:09.025329] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LOPE.txt
[2025-12-17T20:26:09.025530] [INFO ] [sig       ] [1943/3576] Completed LOPE in 0.5s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:09.025618] [INFO ] [sig       ] [1944/3576] Forecasting LOVE...
[2025-12-17T20:26:09.025665] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-17T20:26:09.025715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-17T20:26:09.045025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-17T20:26:09.045551] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-17T20:26:09.046795] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-17T20:26:09.046866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:09.046917] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:09.046962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:09.047058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:09.110324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:09.111301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:09.111406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:09.111469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:09.240858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:09.241020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:09.241060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:09.241136] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:09.244717] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-17T20:26:09.245035] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-17T20:26:09.245193] [INFO ] [sig       ] LOVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:09.427451] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LOVE.txt
[2025-12-17T20:26:09.427665] [INFO ] [sig       ] [1944/3576] Completed LOVE in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:09.427722] [INFO ] [sig       ] [1945/3576] Forecasting LPCN...
[2025-12-17T20:26:09.427761] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-17T20:26:09.427807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-17T20:26:09.440475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-17T20:26:09.440866] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-17T20:26:09.441680] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-17T20:26:09.441744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:09.441778] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:09.441806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:09.441864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:09.503963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:09.504906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:09.505012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:09.505051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:09.626440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:09.626604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:09.626646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:09.626676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:09.630240] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-17T20:26:09.630511] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-17T20:26:09.630659] [INFO ] [sig       ] LPCN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:09.780121] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LPCN.txt
[2025-12-17T20:26:09.780274] [INFO ] [sig       ] [1945/3576] Completed LPCN in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:09.780314] [INFO ] [sig       ] [1946/3576] Forecasting LPG...
[2025-12-17T20:26:09.780343] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-17T20:26:09.780373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-17T20:26:09.792948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-17T20:26:09.793311] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-17T20:26:09.794204] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-17T20:26:09.794257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:09.794289] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:09.794340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:09.794400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:09.855639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:09.856316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:09.856394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:09.856428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:09.981651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:09.981803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:09.981843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:09.981872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:09.985163] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-12-17T20:26:09.985433] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-17T20:26:09.985558] [INFO ] [sig       ] LPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:10.124671] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LPG.txt
[2025-12-17T20:26:10.124799] [INFO ] [sig       ] [1946/3576] Completed LPG in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:10.124843] [INFO ] [sig       ] [1947/3576] Forecasting LPL...
[2025-12-17T20:26:10.124875] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-17T20:26:10.124907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-17T20:26:10.138481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-17T20:26:10.138949] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-17T20:26:10.139829] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-17T20:26:10.139882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:10.139925] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:10.139967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:10.140054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:10.200027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:10.200930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:10.201022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:10.201053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:10.324839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:10.325009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:10.325063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:10.325104] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:10.329188] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-17T20:26:10.329558] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-17T20:26:10.329774] [INFO ] [sig       ] LPL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:10.471275] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LPL.txt
[2025-12-17T20:26:10.471419] [INFO ] [sig       ] [1947/3576] Completed LPL in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:10.471457] [INFO ] [sig       ] [1948/3576] Forecasting LPLA...
[2025-12-17T20:26:10.471485] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-17T20:26:10.471514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-17T20:26:10.482716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-17T20:26:10.482997] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-17T20:26:10.483803] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-17T20:26:10.483853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:10.483884] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:10.483910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:10.483965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:10.540544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:10.541225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:10.541301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:10.541332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:10.665305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:10.665462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:10.665510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:10.665540] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:10.668899] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-17T20:26:10.669175] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-17T20:26:10.669328] [INFO ] [sig       ] LPLA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:10.813588] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LPLA.txt
[2025-12-17T20:26:10.813743] [INFO ] [sig       ] [1948/3576] Completed LPLA in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:10.813784] [INFO ] [sig       ] [1949/3576] Forecasting LPRO...
[2025-12-17T20:26:10.813824] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-17T20:26:10.813861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-17T20:26:10.825331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-17T20:26:10.825703] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-17T20:26:10.826500] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-17T20:26:10.826554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:10.826610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:10.826646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:10.826704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:10.883721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:10.884601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:10.884681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:10.884713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:11.010504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:11.010664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:11.010704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:11.010732] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:11.013971] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-17T20:26:11.014232] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-17T20:26:11.014353] [INFO ] [sig       ] LPRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:11.152594] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LPRO.txt
[2025-12-17T20:26:11.152748] [INFO ] [sig       ] [1949/3576] Completed LPRO in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:11.152790] [INFO ] [sig       ] [1950/3576] Forecasting LPSN...
[2025-12-17T20:26:11.152818] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-17T20:26:11.152855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-17T20:26:11.164031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-17T20:26:11.164360] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-17T20:26:11.165134] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-17T20:26:11.165185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:11.165217] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:11.165245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:11.165302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:11.220281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:11.221166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:11.221251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:11.221285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:11.355889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:11.356052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:11.356092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:11.356122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:11.359685] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-17T20:26:11.360008] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-17T20:26:11.360150] [INFO ] [sig       ] LPSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:11.502919] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LPSN.txt
[2025-12-17T20:26:11.503082] [INFO ] [sig       ] [1950/3576] Completed LPSN in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:11.503124] [INFO ] [sig       ] [1951/3576] Forecasting LPTH...
[2025-12-17T20:26:11.503152] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-17T20:26:11.503182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-17T20:26:11.514979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-17T20:26:11.515318] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-17T20:26:11.516118] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-17T20:26:11.516169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:11.516200] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:11.516227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:11.516283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:11.572513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:11.573372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:11.573484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:11.573519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:11.693344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:11.693495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:11.693536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:11.693565] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:11.696906] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-17T20:26:11.697174] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-17T20:26:11.697300] [INFO ] [sig       ] LPTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:11.837130] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LPTH.txt
[2025-12-17T20:26:11.837266] [INFO ] [sig       ] [1951/3576] Completed LPTH in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:11.837313] [INFO ] [sig       ] [1952/3576] Forecasting LPX...
[2025-12-17T20:26:11.837349] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-17T20:26:11.837385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-17T20:26:11.849149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-17T20:26:11.849430] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-17T20:26:11.850208] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-17T20:26:11.850260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:11.850292] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:11.850319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:11.850376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:11.906993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:11.907886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:11.907968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:11.908001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:12.029993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:12.030147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:12.030186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:12.030216] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:12.033609] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-12-17T20:26:12.033871] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-17T20:26:12.033992] [INFO ] [sig       ] LPX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:12.172139] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LPX.txt
[2025-12-17T20:26:12.172252] [INFO ] [sig       ] [1952/3576] Completed LPX in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:12.172290] [INFO ] [sig       ] [1953/3576] Forecasting LQDA...
[2025-12-17T20:26:12.172319] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-17T20:26:12.172348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-17T20:26:12.187221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-17T20:26:12.187539] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-17T20:26:12.188328] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-17T20:26:12.188378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:12.188409] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:12.188435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:12.188490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:12.242865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:12.243473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:12.243558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:12.243608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:12.363678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:12.363830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:12.363871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:12.363901] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:12.367299] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=34.15%)
[2025-12-17T20:26:12.367570] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-17T20:26:12.367732] [INFO ] [sig       ] LQDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:12.504495] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LQDA.txt
[2025-12-17T20:26:12.504646] [INFO ] [sig       ] [1953/3576] Completed LQDA in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-17T20:26:12.504687] [INFO ] [sig       ] [1954/3576] Forecasting LRCX...
[2025-12-17T20:26:12.504716] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-17T20:26:12.504746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-17T20:26:12.516383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-17T20:26:12.516728] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-17T20:26:12.517502] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-17T20:26:12.517552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:12.517605] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:12.517634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:12.517690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:12.574492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:12.575225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:12.575306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:12.575340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:12.702345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:12.702503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:12.702544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:12.702593] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:12.705958] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-17T20:26:12.706226] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-17T20:26:12.706351] [INFO ] [sig       ] LRCX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:12.844733] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LRCX.txt
[2025-12-17T20:26:12.844888] [INFO ] [sig       ] [1954/3576] Completed LRCX in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-17T20:26:12.844926] [INFO ] [sig       ] [1955/3576] Forecasting LRGE...
[2025-12-17T20:26:12.844955] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-17T20:26:12.844985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-17T20:26:12.856040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-17T20:26:12.856362] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-17T20:26:12.857115] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-17T20:26:12.857165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:12.857197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:12.857224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:12.857280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:12.912955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:12.913648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:12.913726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:12.913759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:13.029278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:13.029458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:13.029499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:13.029528] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:13.033309] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2025-12-17T20:26:13.033777] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-17T20:26:13.033902] [INFO ] [sig       ] LRGE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:13.177916] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LRGE.txt
[2025-12-17T20:26:13.178049] [INFO ] [sig       ] [1955/3576] Completed LRGE in 0.3s | 2.92 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-17T20:26:13.178088] [INFO ] [sig       ] [1956/3576] Forecasting LSCC...
[2025-12-17T20:26:13.178116] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-17T20:26:13.178146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-17T20:26:13.189811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-17T20:26:13.190146] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-17T20:26:13.190943] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-17T20:26:13.190995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:13.191034] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:13.191073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:13.191151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:13.250973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:13.251854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:13.251941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:13.251975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:13.380036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:13.380198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:13.380241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:13.380276] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:13.383840] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-17T20:26:13.384141] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-17T20:26:13.384274] [INFO ] [sig       ] LSCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:13.533288] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LSCC.txt
[2025-12-17T20:26:13.533429] [INFO ] [sig       ] [1956/3576] Completed LSCC in 0.4s | 2.92 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-17T20:26:13.533471] [INFO ] [sig       ] [1957/3576] Forecasting LSPD...
[2025-12-17T20:26:13.533501] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-17T20:26:13.533533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-17T20:26:13.545617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-17T20:26:13.545964] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-17T20:26:13.546764] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-17T20:26:13.546815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:13.546848] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:13.546874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:13.546942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:13.605516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:13.606267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:13.606348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:13.606381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:13.734076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:13.734226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:13.734266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:13.734297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:13.737894] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-17T20:26:13.738170] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-17T20:26:13.738341] [INFO ] [sig       ] LSPD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:13.891861] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LSPD.txt
[2025-12-17T20:26:13.892041] [INFO ] [sig       ] [1957/3576] Completed LSPD in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:13.892086] [INFO ] [sig       ] [1958/3576] Forecasting LTC...
[2025-12-17T20:26:13.892117] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-17T20:26:13.892150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-17T20:26:13.904794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-17T20:26:13.905171] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-17T20:26:13.906078] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-17T20:26:13.906139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:13.906197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:13.906226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:13.906284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:13.967631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:13.968478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:13.968569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:13.968623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:14.089538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:14.089705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:14.089746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:14.089775] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:14.093395] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-17T20:26:14.093697] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-17T20:26:14.093825] [INFO ] [sig       ] LTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:14.244480] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LTC.txt
[2025-12-17T20:26:14.244637] [INFO ] [sig       ] [1958/3576] Completed LTC in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:14.244680] [INFO ] [sig       ] [1959/3576] Forecasting LTH...
[2025-12-17T20:26:14.244709] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-17T20:26:14.244739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-17T20:26:14.256845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-17T20:26:14.257211] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-17T20:26:14.258125] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-17T20:26:14.258190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:14.258223] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:14.258249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:14.258326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:14.316897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:14.317700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:14.317779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:14.317812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:14.442642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:14.442796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:14.442837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:14.442867] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:14.446351] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-17T20:26:14.446714] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-17T20:26:14.446876] [INFO ] [sig       ] LTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:14.600204] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LTH.txt
[2025-12-17T20:26:14.600367] [INFO ] [sig       ] [1959/3576] Completed LTH in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:14.600417] [INFO ] [sig       ] [1960/3576] Forecasting LTRN...
[2025-12-17T20:26:14.600455] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-17T20:26:14.600489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-17T20:26:14.613162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-17T20:26:14.613538] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-17T20:26:14.614371] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-17T20:26:14.614426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:14.614467] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:14.614504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:14.614563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:14.673597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:14.674434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:14.674524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:14.674564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:14.798106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:14.798262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:14.798307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:14.798342] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:14.801820] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-17T20:26:14.802121] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-17T20:26:14.802265] [INFO ] [sig       ] LTRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:14.950942] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LTRN.txt
[2025-12-17T20:26:14.951088] [INFO ] [sig       ] [1960/3576] Completed LTRN in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:14.951127] [INFO ] [sig       ] [1961/3576] Forecasting LTRX...
[2025-12-17T20:26:14.951156] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-17T20:26:14.951186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-17T20:26:14.962762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-17T20:26:14.963054] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-17T20:26:14.963865] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-17T20:26:14.963916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:14.963946] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:14.963973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:14.964028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:15.019332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:15.020115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:15.020198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:15.020230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:15.141560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:15.141731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:15.141773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:15.141833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:15.145217] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-17T20:26:15.145553] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-17T20:26:15.145706] [INFO ] [sig       ] LTRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:15.291128] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LTRX.txt
[2025-12-17T20:26:15.291308] [INFO ] [sig       ] [1961/3576] Completed LTRX in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:15.291358] [INFO ] [sig       ] [1962/3576] Forecasting LUCD...
[2025-12-17T20:26:15.291390] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-17T20:26:15.291421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-17T20:26:15.304015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-17T20:26:15.304326] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-17T20:26:15.305161] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-17T20:26:15.305214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:15.305247] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:15.305274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:15.305330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:15.361526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:15.362169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:15.362265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:15.362300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:15.485873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:15.486021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:15.486061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:15.486089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:15.489460] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=50.14%)
[2025-12-17T20:26:15.489760] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-17T20:26:15.489885] [INFO ] [sig       ] LUCD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:15.631698] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LUCD.txt
[2025-12-17T20:26:15.631824] [INFO ] [sig       ] [1962/3576] Completed LUCD in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:15.631862] [INFO ] [sig       ] [1963/3576] Forecasting LUCY...
[2025-12-17T20:26:15.631892] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-17T20:26:15.631923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-17T20:26:15.643436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-17T20:26:15.643742] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-17T20:26:15.644481] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-17T20:26:15.644532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:15.644562] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:15.644611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:15.644667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:15.699553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:15.700273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:15.700362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:15.700401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:15.816107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:15.816252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:15.816293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:15.816322] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:15.819675] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-17T20:26:15.819937] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-17T20:26:15.820059] [INFO ] [sig       ] LUCY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:15.958608] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LUCY.txt
[2025-12-17T20:26:15.958737] [INFO ] [sig       ] [1963/3576] Completed LUCY in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:15.958778] [INFO ] [sig       ] [1964/3576] Forecasting LUMN...
[2025-12-17T20:26:15.958807] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-17T20:26:15.958838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-17T20:26:15.970499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-17T20:26:15.970834] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-17T20:26:15.971609] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-17T20:26:15.971662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:15.971695] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:15.971722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:15.971780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:16.030186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:16.031033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:16.031125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:16.031159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:16.152981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:16.153135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:16.153176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:16.153205] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:16.156591] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-17T20:26:16.156925] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-17T20:26:16.157060] [INFO ] [sig       ] LUMN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:16.351282] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LUMN.txt
[2025-12-17T20:26:16.351433] [INFO ] [sig       ] [1964/3576] Completed LUMN in 0.4s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:16.351480] [INFO ] [sig       ] [1965/3576] Forecasting LUNG...
[2025-12-17T20:26:16.351512] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-17T20:26:16.351542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-17T20:26:16.364396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-17T20:26:16.364834] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-17T20:26:16.365696] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-17T20:26:16.365753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:16.365786] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:16.365813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:16.365871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:16.425132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:16.426085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:16.426174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:16.426208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:16.547611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:16.547759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:16.547799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:16.547827] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:16.551192] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-17T20:26:16.551459] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-17T20:26:16.551599] [INFO ] [sig       ] LUNG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:16.688080] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LUNG.txt
[2025-12-17T20:26:16.688205] [INFO ] [sig       ] [1965/3576] Completed LUNG in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:16.688243] [INFO ] [sig       ] [1966/3576] Forecasting LVHD...
[2025-12-17T20:26:16.688272] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-17T20:26:16.688303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-17T20:26:16.699294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-17T20:26:16.699605] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-17T20:26:16.700328] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-17T20:26:16.700382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:16.700415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:16.700442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:16.700497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:16.758099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:16.758833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:16.758928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:16.758960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:16.873258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:16.873447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:16.873488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:16.873516] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:16.876782] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-17T20:26:16.877051] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-17T20:26:16.877173] [INFO ] [sig       ] LVHD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:17.016291] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LVHD.txt
[2025-12-17T20:26:17.016448] [INFO ] [sig       ] [1966/3576] Completed LVHD in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:17.016497] [INFO ] [sig       ] [1967/3576] Forecasting LVO...
[2025-12-17T20:26:17.016536] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-17T20:26:17.016567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-17T20:26:17.028926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-17T20:26:17.029310] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-17T20:26:17.030125] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-17T20:26:17.030175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:17.030206] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:17.030232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:17.030287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:17.096789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:17.097754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:17.097841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:17.097873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:17.214391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:17.214552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:17.214611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:17.214642] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:17.218144] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=47.44%)
[2025-12-17T20:26:17.218453] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-17T20:26:17.218612] [INFO ] [sig       ] LVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:17.357724] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LVO.txt
[2025-12-17T20:26:17.357850] [INFO ] [sig       ] [1967/3576] Completed LVO in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:17.357890] [INFO ] [sig       ] [1968/3576] Forecasting LVS...
[2025-12-17T20:26:17.357919] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-17T20:26:17.357949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-17T20:26:17.369173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-17T20:26:17.369460] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-17T20:26:17.370210] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-17T20:26:17.370261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:17.370292] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:17.370319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:17.370383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:17.427098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:17.427843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:17.427944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:17.427977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:17.551867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:17.552033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:17.552080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:17.552109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:17.555710] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=92.98%)
[2025-12-17T20:26:17.555988] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-17T20:26:17.556116] [INFO ] [sig       ] LVS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:17.697123] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LVS.txt
[2025-12-17T20:26:17.697248] [INFO ] [sig       ] [1968/3576] Completed LVS in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:17.697287] [INFO ] [sig       ] [1969/3576] Forecasting LWAY...
[2025-12-17T20:26:17.697316] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-17T20:26:17.697346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-17T20:26:17.708675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-17T20:26:17.708963] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-17T20:26:17.709771] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-17T20:26:17.709822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:17.709853] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:17.709879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:17.709935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:17.765895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:17.766603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:17.766681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:17.766718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:17.887560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:17.887727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:17.887768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:17.887797] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:17.891213] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-17T20:26:17.891480] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-17T20:26:17.891621] [INFO ] [sig       ] LWAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:18.030520] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LWAY.txt
[2025-12-17T20:26:18.030681] [INFO ] [sig       ] [1969/3576] Completed LWAY in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:18.030722] [INFO ] [sig       ] [1970/3576] Forecasting LWLG...
[2025-12-17T20:26:18.030749] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-17T20:26:18.030777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-17T20:26:18.042167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-17T20:26:18.042436] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-17T20:26:18.043181] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-17T20:26:18.043232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:18.043274] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:18.043301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:18.043357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:18.098758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:18.099505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:18.099608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:18.099644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:18.229522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:18.229756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:18.229807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:18.229837] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:18.234154] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-17T20:26:18.234543] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-17T20:26:18.234727] [INFO ] [sig       ] LWLG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:18.375079] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LWLG.txt
[2025-12-17T20:26:18.375212] [INFO ] [sig       ] [1970/3576] Completed LWLG in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-17T20:26:18.375251] [INFO ] [sig       ] [1971/3576] Forecasting LX...
[2025-12-17T20:26:18.375280] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-17T20:26:18.375311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-17T20:26:18.387984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-17T20:26:18.388339] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-17T20:26:18.389226] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-17T20:26:18.389279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:18.389312] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:18.389340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:18.389398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:18.446277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:18.447064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:18.447146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:18.447179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:18.572143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:18.572302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:18.572341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:18.572371] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:18.575669] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-12-17T20:26:18.575952] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-17T20:26:18.576078] [INFO ] [sig       ] LX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:18.715764] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LX.txt
[2025-12-17T20:26:18.715913] [INFO ] [sig       ] [1971/3576] Completed LX in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-17T20:26:18.715952] [INFO ] [sig       ] [1972/3576] Forecasting LXEO...
[2025-12-17T20:26:18.715982] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-17T20:26:18.716011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-17T20:26:18.727808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-17T20:26:18.728166] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-17T20:26:18.728960] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-17T20:26:18.729011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:18.729043] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:18.729068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:18.729127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:18.785499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:18.786149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:18.786226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:18.786260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:18.904278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:18.904428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:18.904467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:18.904496] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:18.907762] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-17T20:26:18.908023] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-17T20:26:18.908143] [INFO ] [sig       ] LXEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:19.050246] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LXEO.txt
[2025-12-17T20:26:19.050393] [INFO ] [sig       ] [1972/3576] Completed LXEO in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-17T20:26:19.050432] [INFO ] [sig       ] [1973/3576] Forecasting LXP...
[2025-12-17T20:26:19.050460] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-17T20:26:19.050491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-17T20:26:19.061798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-17T20:26:19.062076] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-17T20:26:19.062853] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-17T20:26:19.062904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:19.062935] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:19.062962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:19.063017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:19.120487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:19.121124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:19.121201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:19.121234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:19.238040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:19.238193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:19.238234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:19.238266] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:19.241689] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-17T20:26:19.241960] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-17T20:26:19.242087] [INFO ] [sig       ] LXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:19.380937] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LXP.txt
[2025-12-17T20:26:19.381068] [INFO ] [sig       ] [1973/3576] Completed LXP in 0.3s | 2.92 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-17T20:26:19.381120] [INFO ] [sig       ] [1974/3576] Forecasting LYB...
[2025-12-17T20:26:19.381151] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-17T20:26:19.381182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-17T20:26:19.392676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-17T20:26:19.392982] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-17T20:26:19.393764] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-17T20:26:19.393816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:19.393847] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:19.393873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:19.393928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:19.449556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:19.450422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:19.450504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:19.450538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:19.565826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:19.565972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:19.566011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:19.566042] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:19.569453] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-17T20:26:19.569745] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-17T20:26:19.569871] [INFO ] [sig       ] LYB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:19.713923] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LYB.txt
[2025-12-17T20:26:19.714117] [INFO ] [sig       ] [1974/3576] Completed LYB in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:19.714161] [INFO ] [sig       ] [1975/3576] Forecasting LYEL...
[2025-12-17T20:26:19.714194] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-17T20:26:19.714228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-17T20:26:19.728751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-17T20:26:19.729131] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-17T20:26:19.729959] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-17T20:26:19.730012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:19.730069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:19.730099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:19.730157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:19.787875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:19.788623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:19.788702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:19.788735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:19.914664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:19.914812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:19.914852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:19.914880] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:19.918131] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-17T20:26:19.918391] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-17T20:26:19.918512] [INFO ] [sig       ] LYEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:20.057584] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LYEL.txt
[2025-12-17T20:26:20.057718] [INFO ] [sig       ] [1975/3576] Completed LYEL in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:20.057756] [INFO ] [sig       ] [1976/3576] Forecasting LYG...
[2025-12-17T20:26:20.057786] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-17T20:26:20.057816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-17T20:26:20.069115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-17T20:26:20.069412] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-17T20:26:20.070171] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-17T20:26:20.070222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:20.070253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:20.070279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:20.070334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:20.127647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:20.128271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:20.128349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:20.128382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:20.251204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:20.251362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:20.251399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:20.251428] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:20.254717] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-17T20:26:20.254980] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-17T20:26:20.255101] [INFO ] [sig       ] LYG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:20.394429] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LYG.txt
[2025-12-17T20:26:20.394555] [INFO ] [sig       ] [1976/3576] Completed LYG in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:20.394611] [INFO ] [sig       ] [1977/3576] Forecasting LYRA...
[2025-12-17T20:26:20.394642] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-17T20:26:20.394672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-17T20:26:20.405343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-17T20:26:20.405673] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-17T20:26:20.406405] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-17T20:26:20.406466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:20.406504] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:20.406536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:20.406627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:20.466030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:20.466846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:20.466931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:20.466964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:20.601745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:20.601899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:20.601939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:20.601985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:20.605415] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-17T20:26:20.605721] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-17T20:26:20.605850] [INFO ] [sig       ] LYRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:20.756779] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LYRA.txt
[2025-12-17T20:26:20.756968] [INFO ] [sig       ] [1977/3576] Completed LYRA in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:20.757014] [INFO ] [sig       ] [1978/3576] Forecasting LYTS...
[2025-12-17T20:26:20.757047] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-17T20:26:20.757079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-17T20:26:20.768609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-17T20:26:20.769109] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-17T20:26:20.769920] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-17T20:26:20.769971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:20.770002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:20.770029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:20.770084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:20.827200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:20.828109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:20.828194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:20.828228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:20.946956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:20.947113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:20.947153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:20.947221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:20.950846] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-17T20:26:20.951149] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-17T20:26:20.951282] [INFO ] [sig       ] LYTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:21.092016] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LYTS.txt
[2025-12-17T20:26:21.092165] [INFO ] [sig       ] [1978/3576] Completed LYTS in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:21.092205] [INFO ] [sig       ] [1979/3576] Forecasting LZ...
[2025-12-17T20:26:21.092234] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-17T20:26:21.092264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-17T20:26:21.104111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-17T20:26:21.104504] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-17T20:26:21.105308] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-17T20:26:21.105361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:21.105394] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:21.105423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:21.105481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:21.160962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:21.161820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:21.161903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:21.161952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:21.281316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:21.281474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:21.281517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:21.281545] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:21.284977] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=43.38%)
[2025-12-17T20:26:21.285312] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-17T20:26:21.285450] [INFO ] [sig       ] LZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:21.426805] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/LZ.txt
[2025-12-17T20:26:21.426956] [INFO ] [sig       ] [1979/3576] Completed LZ in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:21.426996] [INFO ] [sig       ] [1980/3576] Forecasting LZB...
[2025-12-17T20:26:21.427025] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-17T20:26:21.427055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-17T20:26:21.438534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-17T20:26:21.438954] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-17T20:26:21.439769] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-17T20:26:21.439821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:21.439854] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:21.439881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:21.439940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:21.497405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:21.498281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:21.498368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:21.498402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:21.624993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:21.625169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:21.625210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:21.625240] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:21.628545] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-17T20:26:21.628836] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-17T20:26:21.628997] [INFO ] [sig       ] LZB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:21.772368] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LZB.txt
[2025-12-17T20:26:21.772521] [INFO ] [sig       ] [1980/3576] Completed LZB in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:21.772564] [INFO ] [sig       ] [1981/3576] Forecasting LZM...
[2025-12-17T20:26:21.772614] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-17T20:26:21.772647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-17T20:26:21.785180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-17T20:26:21.785559] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-17T20:26:21.786546] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-17T20:26:21.786818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:21.786851] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:21.786878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:21.786945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:21.858005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:21.859056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:21.859160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:21.859205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:21.987675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:21.987826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:21.987865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:21.987892] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:21.991272] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=52.03%)
[2025-12-17T20:26:21.991534] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-17T20:26:21.991672] [INFO ] [sig       ] LZM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:22.130588] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/LZM.txt
[2025-12-17T20:26:22.130712] [INFO ] [sig       ] [1981/3576] Completed LZM in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:22.130754] [INFO ] [sig       ] [1982/3576] Forecasting M...
[2025-12-17T20:26:22.130785] [INFO ] [sig       ] Generating forecast for: M
[2025-12-17T20:26:22.130816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-17T20:26:22.142243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-17T20:26:22.142530] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-17T20:26:22.143359] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-17T20:26:22.143413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:22.143446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:22.143474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:22.143531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:22.201443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:22.202326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:22.202409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:22.202444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:22.335047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:22.335196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:22.335235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:22.335263] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:22.338603] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-17T20:26:22.338926] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-17T20:26:22.339059] [INFO ] [sig       ] M: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:22.476304] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/M.txt
[2025-12-17T20:26:22.476428] [INFO ] [sig       ] [1982/3576] Completed M in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:22.476467] [INFO ] [sig       ] [1983/3576] Forecasting MA...
[2025-12-17T20:26:22.476496] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-17T20:26:22.476530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-17T20:26:22.487646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-17T20:26:22.487908] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-17T20:26:22.488675] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-17T20:26:22.488736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:22.488768] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:22.488794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:22.488849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:22.543996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:22.544625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:22.544701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:22.544733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:22.671005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:22.671151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:22.671192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:22.671221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:22.674735] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-17T20:26:22.675010] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-17T20:26:22.675147] [INFO ] [sig       ] MA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:22.822269] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MA.txt
[2025-12-17T20:26:22.822398] [INFO ] [sig       ] [1983/3576] Completed MA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:22.822451] [INFO ] [sig       ] [1984/3576] Forecasting MAA...
[2025-12-17T20:26:22.822493] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-17T20:26:22.822526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-17T20:26:22.834508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-17T20:26:22.834848] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-17T20:26:22.835677] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-17T20:26:22.835730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:22.835763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:22.835790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:22.835847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:22.895761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:22.896413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:22.896495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:22.896535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:23.027484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:23.027651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:23.027693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:23.027723] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:23.031208] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-12-17T20:26:23.031521] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-17T20:26:23.031684] [INFO ] [sig       ] MAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:23.176784] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MAA.txt
[2025-12-17T20:26:23.176943] [INFO ] [sig       ] [1984/3576] Completed MAA in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:23.176997] [INFO ] [sig       ] [1985/3576] Forecasting MAC...
[2025-12-17T20:26:23.177029] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-17T20:26:23.177060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-17T20:26:23.189292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-17T20:26:23.189711] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-17T20:26:23.190487] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-17T20:26:23.190543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:23.190593] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:23.190625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:23.190682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:23.252634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:23.253487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:23.253605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:23.253679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:23.377932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:23.378095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:23.378134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:23.378163] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:23.381490] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-17T20:26:23.381804] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-17T20:26:23.381928] [INFO ] [sig       ] MAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:23.520542] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MAC.txt
[2025-12-17T20:26:23.520695] [INFO ] [sig       ] [1985/3576] Completed MAC in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:23.520733] [INFO ] [sig       ] [1986/3576] Forecasting MAMA...
[2025-12-17T20:26:23.520762] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-17T20:26:23.520792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-17T20:26:23.531857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-17T20:26:23.532144] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-17T20:26:23.532893] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-17T20:26:23.532945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:23.532976] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:23.533002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:23.533057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:23.587949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:23.588558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:23.588661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:23.588692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:23.711740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:23.711888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:23.711928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:23.711958] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:23.715205] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-17T20:26:23.715470] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-17T20:26:23.715631] [INFO ] [sig       ] MAMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:23.852239] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MAMA.txt
[2025-12-17T20:26:23.852369] [INFO ] [sig       ] [1986/3576] Completed MAMA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:23.852412] [INFO ] [sig       ] [1987/3576] Forecasting MAN...
[2025-12-17T20:26:23.852443] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-17T20:26:23.852473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-17T20:26:23.863523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-17T20:26:23.863846] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-17T20:26:23.864604] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-17T20:26:23.864655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:23.864686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:23.864713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:23.864768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:23.919904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:23.920640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:23.920726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:23.920759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:24.039024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:24.039176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:24.039215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:24.039243] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:24.042561] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-17T20:26:24.042869] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-17T20:26:24.042992] [INFO ] [sig       ] MAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:24.180843] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MAN.txt
[2025-12-17T20:26:24.180997] [INFO ] [sig       ] [1987/3576] Completed MAN in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:24.181035] [INFO ] [sig       ] [1988/3576] Forecasting MANH...
[2025-12-17T20:26:24.181065] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-17T20:26:24.181095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-17T20:26:24.192759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-17T20:26:24.193088] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-17T20:26:24.193883] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-17T20:26:24.193934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:24.193964] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:24.193991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:24.194046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:24.249818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:24.250647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:24.250731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:24.250762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:24.371102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:24.371257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:24.371299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:24.371326] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:24.375022] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-17T20:26:24.375305] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-17T20:26:24.375428] [INFO ] [sig       ] MANH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:24.520979] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MANH.txt
[2025-12-17T20:26:24.521161] [INFO ] [sig       ] [1988/3576] Completed MANH in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-17T20:26:24.521201] [INFO ] [sig       ] [1989/3576] Forecasting MARA...
[2025-12-17T20:26:24.521230] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-17T20:26:24.521262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-17T20:26:24.532480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-17T20:26:24.532805] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-17T20:26:24.533544] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-17T20:26:24.533616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:24.533650] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:24.533676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:24.533731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:24.588392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:24.589216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:24.589300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:24.589331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:24.712628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:24.712789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:24.712830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:24.712858] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:24.716179] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-17T20:26:24.716451] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-17T20:26:24.716604] [INFO ] [sig       ] MARA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:24.858966] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MARA.txt
[2025-12-17T20:26:24.859120] [INFO ] [sig       ] [1989/3576] Completed MARA in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-17T20:26:24.859159] [INFO ] [sig       ] [1990/3576] Forecasting MAS...
[2025-12-17T20:26:24.859188] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-17T20:26:24.859220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-17T20:26:24.875647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-17T20:26:24.876268] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-17T20:26:24.877094] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-17T20:26:24.877329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:24.877361] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:24.877387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:24.877442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:24.940188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:24.941269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:24.941351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:24.941383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:25.072630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:25.072806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:25.072869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:25.072900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:25.076663] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=26.40%)
[2025-12-17T20:26:25.077185] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-17T20:26:25.077349] [INFO ] [sig       ] MAS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:25.230896] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MAS.txt
[2025-12-17T20:26:25.231043] [INFO ] [sig       ] [1990/3576] Completed MAS in 0.4s | 2.92 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-17T20:26:25.231080] [INFO ] [sig       ] [1991/3576] Forecasting MASI...
[2025-12-17T20:26:25.231109] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-17T20:26:25.231139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-17T20:26:25.242708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-17T20:26:25.243029] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-17T20:26:25.243820] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-17T20:26:25.243871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:25.243903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:25.243930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:25.243985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:25.302160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:25.303054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:25.303150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:25.303203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:25.433873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:25.434027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:25.434066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:25.434096] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:25.437774] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-17T20:26:25.438046] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-17T20:26:25.438173] [INFO ] [sig       ] MASI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:25.576812] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MASI.txt
[2025-12-17T20:26:25.577136] [INFO ] [sig       ] [1991/3576] Completed MASI in 0.3s | 2.92 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-17T20:26:25.577175] [INFO ] [sig       ] [1992/3576] Forecasting MASS...
[2025-12-17T20:26:25.577204] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-17T20:26:25.577233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-17T20:26:25.589131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-17T20:26:25.589463] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-17T20:26:25.590235] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-17T20:26:25.590285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:25.590342] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:25.590371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:25.590426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:25.645094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:25.645865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:25.645944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:25.645975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:25.767101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:25.767256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:25.767296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:25.767324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:25.771150] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=71.97%)
[2025-12-17T20:26:25.771418] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-17T20:26:25.771543] [INFO ] [sig       ] MASS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:25.911077] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MASS.txt
[2025-12-17T20:26:25.911223] [INFO ] [sig       ] [1992/3576] Completed MASS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:25.911263] [INFO ] [sig       ] [1993/3576] Forecasting MATX...
[2025-12-17T20:26:25.911292] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-17T20:26:25.911322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-17T20:26:25.923174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-17T20:26:25.923524] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-17T20:26:25.924458] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-17T20:26:25.924509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:25.924539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:25.924565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:25.924678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:25.981096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:25.981807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:25.981886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:25.981917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:26.100897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:26.101051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:26.101090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:26.101119] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:26.104408] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-17T20:26:26.104706] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-17T20:26:26.104830] [INFO ] [sig       ] MATX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:26.243934] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MATX.txt
[2025-12-17T20:26:26.244076] [INFO ] [sig       ] [1993/3576] Completed MATX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:26.244114] [INFO ] [sig       ] [1994/3576] Forecasting MAX...
[2025-12-17T20:26:26.244142] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-17T20:26:26.244173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-17T20:26:26.255357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-17T20:26:26.255701] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-17T20:26:26.256446] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-17T20:26:26.256497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:26.256540] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:26.256597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:26.256670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:26.313122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:26.314115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:26.314196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:26.314227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:26.431608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:26.431771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:26.431809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:26.431836] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:26.435240] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-17T20:26:26.435517] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-17T20:26:26.435663] [INFO ] [sig       ] MAX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:26.577327] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MAX.txt
[2025-12-17T20:26:26.577473] [INFO ] [sig       ] [1994/3576] Completed MAX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:26.577514] [INFO ] [sig       ] [1995/3576] Forecasting MAXI...
[2025-12-17T20:26:26.577546] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-17T20:26:26.577597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-17T20:26:26.589744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-17T20:26:26.590104] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-17T20:26:26.590897] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-17T20:26:26.590950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:26.590982] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:26.591009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:26.591066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:26.653156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:26.654079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:26.654182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:26.654233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:26.789513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:26.789704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:26.789758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:26.789829] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:26.794478] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-17T20:26:26.794866] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-17T20:26:26.795049] [INFO ] [sig       ] MAXI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:26.951432] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MAXI.txt
[2025-12-17T20:26:26.951633] [INFO ] [sig       ] [1995/3576] Completed MAXI in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:26.951684] [INFO ] [sig       ] [1996/3576] Forecasting MAXN...
[2025-12-17T20:26:26.951718] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-17T20:26:26.951748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-17T20:26:26.963622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-17T20:26:26.964028] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-17T20:26:26.964907] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-17T20:26:26.964961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:26.964992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:26.965018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:26.965077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:27.027518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:27.028408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:27.028495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:27.028528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:27.152903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:27.153079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:27.153136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:27.153181] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:27.156882] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-17T20:26:27.157200] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-17T20:26:27.157367] [INFO ] [sig       ] MAXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:27.305368] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MAXN.txt
[2025-12-17T20:26:27.305495] [INFO ] [sig       ] [1996/3576] Completed MAXN in 0.4s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:27.305534] [INFO ] [sig       ] [1997/3576] Forecasting MBB...
[2025-12-17T20:26:27.305563] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-17T20:26:27.305611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-17T20:26:27.317554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-17T20:26:27.317871] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-17T20:26:27.318620] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-17T20:26:27.318681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:27.318718] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:27.318751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:27.318818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:27.374542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:27.375141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:27.375216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:27.375247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:27.497404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:27.497493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:27.497527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:27.497555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:27.500849] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-17T20:26:27.501298] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-17T20:26:27.501416] [INFO ] [sig       ] MBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:27.640383] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MBB.txt
[2025-12-17T20:26:27.640489] [INFO ] [sig       ] [1997/3576] Completed MBB in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:27.640532] [INFO ] [sig       ] [1998/3576] Forecasting MBC...
[2025-12-17T20:26:27.640561] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-17T20:26:27.640615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-17T20:26:27.652251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-17T20:26:27.652545] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-17T20:26:27.653294] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-17T20:26:27.653344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:27.653374] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:27.653400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:27.653455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:27.708532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:27.709155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:27.709230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:27.709262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:27.828348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:27.828476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:27.828515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:27.828542] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:27.831847] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-12-17T20:26:27.832108] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-17T20:26:27.832231] [INFO ] [sig       ] MBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:27.970057] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MBC.txt
[2025-12-17T20:26:27.970162] [INFO ] [sig       ] [1998/3576] Completed MBC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:27.970198] [INFO ] [sig       ] [1999/3576] Forecasting MBCN...
[2025-12-17T20:26:27.970226] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-17T20:26:27.970255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-17T20:26:27.979838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-17T20:26:27.980089] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-17T20:26:27.980956] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-17T20:26:27.981006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:27.981037] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:27.981063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:27.981118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:28.036643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:28.037203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:28.037279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:28.037311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:28.127976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:28.128067] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:26:28.128101] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:28.128129] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:28.131135] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-17T20:26:28.131385] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-17T20:26:28.131505] [INFO ] [sig       ] MBCN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:28.269258] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MBCN.txt
[2025-12-17T20:26:28.269376] [INFO ] [sig       ] [1999/3576] Completed MBCN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:28.269412] [INFO ] [sig       ] [2000/3576] Forecasting MBI...
[2025-12-17T20:26:28.269442] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-17T20:26:28.269470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-17T20:26:28.281318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-17T20:26:28.281609] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-17T20:26:28.282515] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-17T20:26:28.282565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:28.282615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:28.282644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:28.282700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:28.338340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:28.339122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:28.339200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:28.339231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:28.456843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:28.456951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:28.456987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:28.457014] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:28.460196] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=15.79%)
[2025-12-17T20:26:28.460457] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-17T20:26:28.460598] [INFO ] [sig       ] MBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:28.602927] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MBI.txt
[2025-12-17T20:26:28.603041] [INFO ] [sig       ] [2000/3576] Completed MBI in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:28.603079] [INFO ] [sig       ] [2001/3576] Forecasting MBIN...
[2025-12-17T20:26:28.603107] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-17T20:26:28.603136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-17T20:26:28.614368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-17T20:26:28.614673] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-17T20:26:28.615409] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-17T20:26:28.615459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:28.615489] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:28.615515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:28.615586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:28.671604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:28.672205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:28.672282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:28.672313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:28.788178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:28.788285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:28.788320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:28.788363] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:28.791521] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-17T20:26:28.791817] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-17T20:26:28.791940] [INFO ] [sig       ] MBIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:28.930941] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MBIN.txt
[2025-12-17T20:26:28.931046] [INFO ] [sig       ] [2001/3576] Completed MBIN in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:28.931081] [INFO ] [sig       ] [2002/3576] Forecasting MBIO...
[2025-12-17T20:26:28.931111] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-17T20:26:28.931140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-17T20:26:28.942513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-17T20:26:28.942804] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-17T20:26:28.943536] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-17T20:26:28.943603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:28.943635] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:28.943662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:28.943717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:28.998600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:28.999169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:28.999268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:28.999300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:29.119177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:29.119278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:29.119314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:29.119342] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:29.122484] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-17T20:26:29.122760] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-17T20:26:29.122881] [INFO ] [sig       ] MBIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:29.261021] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MBIO.txt
[2025-12-17T20:26:29.261197] [INFO ] [sig       ] [2002/3576] Completed MBIO in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:29.261240] [INFO ] [sig       ] [2003/3576] Forecasting MBLY...
[2025-12-17T20:26:29.261271] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-17T20:26:29.261302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-17T20:26:29.273493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-17T20:26:29.273839] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-17T20:26:29.274661] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-17T20:26:29.274716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:29.274749] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:29.274776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:29.274831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:29.328635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:29.329331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:29.329431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:29.329463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:29.448515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:29.448690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:29.448730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:29.448760] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:29.452259] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-17T20:26:29.452536] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-17T20:26:29.452692] [INFO ] [sig       ] MBLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:29.591007] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MBLY.txt
[2025-12-17T20:26:29.591144] [INFO ] [sig       ] [2003/3576] Completed MBLY in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:29.591184] [INFO ] [sig       ] [2004/3576] Forecasting MBS...
[2025-12-17T20:26:29.591212] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-17T20:26:29.591242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-17T20:26:29.602225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-17T20:26:29.602513] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-17T20:26:29.603291] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-17T20:26:29.603341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:29.603372] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:29.603397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:29.603452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:29.658931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:29.659724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:29.659806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:29.659837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:29.776869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:29.776993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:29.777033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:29.777061] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:29.780443] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-17T20:26:29.780731] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-17T20:26:29.780870] [INFO ] [sig       ] MBS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:29.918958] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MBS.txt
[2025-12-17T20:26:29.919077] [INFO ] [sig       ] [2004/3576] Completed MBS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:29.919115] [INFO ] [sig       ] [2005/3576] Forecasting MBWM...
[2025-12-17T20:26:29.919142] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-17T20:26:29.919171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-17T20:26:29.933184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-17T20:26:29.933510] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-17T20:26:29.934278] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-17T20:26:29.934328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:29.934359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:29.934398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:29.934454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:29.989073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:29.989689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:29.989765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:29.989800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:30.104121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:30.104269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:30.104307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:30.104336] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:30.107598] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-17T20:26:30.107862] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-17T20:26:30.107984] [INFO ] [sig       ] MBWM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:30.245075] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MBWM.txt
[2025-12-17T20:26:30.245217] [INFO ] [sig       ] [2005/3576] Completed MBWM in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-17T20:26:30.245256] [INFO ] [sig       ] [2006/3576] Forecasting MBX...
[2025-12-17T20:26:30.245284] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-17T20:26:30.245314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-17T20:26:30.256993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-17T20:26:30.257300] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-17T20:26:30.258053] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-17T20:26:30.258103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:30.258134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:30.258160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:30.258214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:30.313207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:30.313831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:30.313909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:30.313940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:30.434984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:30.435126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:30.435163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:30.435192] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:30.438522] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=78.32%)
[2025-12-17T20:26:30.438800] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-17T20:26:30.438943] [INFO ] [sig       ] MBX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:30.576635] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MBX.txt
[2025-12-17T20:26:30.576755] [INFO ] [sig       ] [2006/3576] Completed MBX in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-17T20:26:30.576798] [INFO ] [sig       ] [2007/3576] Forecasting MC...
[2025-12-17T20:26:30.576826] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-17T20:26:30.576856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-17T20:26:30.588090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-17T20:26:30.588390] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-17T20:26:30.589201] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-17T20:26:30.589252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:30.589283] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:30.589310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:30.589364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:30.644444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:30.645087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:30.645164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:30.645195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:30.765938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:30.766089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:30.766129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:30.766156] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:30.769591] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-17T20:26:30.769866] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-17T20:26:30.769990] [INFO ] [sig       ] MC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:30.910136] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MC.txt
[2025-12-17T20:26:30.910270] [INFO ] [sig       ] [2007/3576] Completed MC in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-17T20:26:30.910309] [INFO ] [sig       ] [2008/3576] Forecasting MCBS...
[2025-12-17T20:26:30.910337] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-17T20:26:30.910366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-17T20:26:30.921696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-17T20:26:30.922098] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-17T20:26:30.922932] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-17T20:26:30.922983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:30.923014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:30.923041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:30.923096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:30.979490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:30.980352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:30.980440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:30.980473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:31.101355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:31.101517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:31.101561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:31.101614] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:31.105278] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2025-12-17T20:26:31.105565] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-17T20:26:31.105717] [INFO ] [sig       ] MCBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:31.247321] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCBS.txt
[2025-12-17T20:26:31.247453] [INFO ] [sig       ] [2008/3576] Completed MCBS in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-17T20:26:31.247490] [INFO ] [sig       ] [2009/3576] Forecasting MCHI...
[2025-12-17T20:26:31.247518] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-17T20:26:31.247554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-17T20:26:31.259253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-17T20:26:31.259565] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-17T20:26:31.260316] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-17T20:26:31.260365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:31.260420] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:31.260448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:31.260503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:31.315899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:31.316670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:31.316751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:31.316784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:31.444898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:31.445055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:31.445095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:31.445123] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:31.448498] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-17T20:26:31.448817] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-17T20:26:31.448988] [INFO ] [sig       ] MCHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:31.588036] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MCHI.txt
[2025-12-17T20:26:31.588168] [INFO ] [sig       ] [2009/3576] Completed MCHI in 0.3s | 2.92 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-17T20:26:31.588207] [INFO ] [sig       ] [2010/3576] Forecasting MCHP...
[2025-12-17T20:26:31.588236] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-17T20:26:31.588266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-17T20:26:31.600034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-17T20:26:31.600427] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-17T20:26:31.601254] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-17T20:26:31.601306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:31.601338] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:31.601364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:31.601420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:31.658201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:31.659092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:31.659171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:31.659203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:31.783012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:31.783166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:31.783208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:31.783236] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:31.786539] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-17T20:26:31.786821] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-17T20:26:31.786943] [INFO ] [sig       ] MCHP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:31.927816] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCHP.txt
[2025-12-17T20:26:31.927967] [INFO ] [sig       ] [2010/3576] Completed MCHP in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:31.928007] [INFO ] [sig       ] [2011/3576] Forecasting MCHX...
[2025-12-17T20:26:31.928034] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-17T20:26:31.928064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-17T20:26:31.939168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-17T20:26:31.939479] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-17T20:26:31.940225] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-17T20:26:31.940275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:31.940307] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:31.940333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:31.940408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:31.997319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:31.998159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:31.998247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:31.998280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:32.106931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:32.107085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:32.107124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:32.107153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:32.110613] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2025-12-17T20:26:32.110890] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-17T20:26:32.111018] [INFO ] [sig       ] MCHX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:32.250089] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MCHX.txt
[2025-12-17T20:26:32.250259] [INFO ] [sig       ] [2011/3576] Completed MCHX in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:32.250304] [INFO ] [sig       ] [2012/3576] Forecasting MCI...
[2025-12-17T20:26:32.250334] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-17T20:26:32.250366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-17T20:26:32.262142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-17T20:26:32.262500] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-17T20:26:32.263275] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-17T20:26:32.263327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:32.263359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:32.263385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:32.263441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:32.319431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:32.320155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:32.320236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:32.320270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:32.434217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:32.434365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:32.434404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:32.434467] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:32.437838] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-17T20:26:32.438111] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-17T20:26:32.438235] [INFO ] [sig       ] MCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:32.574719] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MCI.txt
[2025-12-17T20:26:32.574858] [INFO ] [sig       ] [2012/3576] Completed MCI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:32.574897] [INFO ] [sig       ] [2013/3576] Forecasting MCK...
[2025-12-17T20:26:32.574927] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-17T20:26:32.574957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-17T20:26:32.586311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-17T20:26:32.586628] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-17T20:26:32.587357] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-17T20:26:32.587407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:32.587437] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:32.587463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:32.587517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:32.643980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:32.644726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:32.644818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:32.644857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:32.768795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:32.768968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:32.769008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:32.769036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:32.772315] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-12-17T20:26:32.772619] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-17T20:26:32.772746] [INFO ] [sig       ] MCK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:32.915227] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCK.txt
[2025-12-17T20:26:32.915346] [INFO ] [sig       ] [2013/3576] Completed MCK in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:32.915383] [INFO ] [sig       ] [2014/3576] Forecasting MCN...
[2025-12-17T20:26:32.915413] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-17T20:26:32.915442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-17T20:26:32.926796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-17T20:26:32.927117] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-17T20:26:32.927870] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-17T20:26:32.927920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:32.927950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:32.927976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:32.928033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:32.983821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:32.984446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:32.984525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:32.984557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:33.100165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:33.100340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:33.100383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:33.100412] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:33.103897] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-17T20:26:33.104194] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-17T20:26:33.104328] [INFO ] [sig       ] MCN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:33.242819] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCN.txt
[2025-12-17T20:26:33.242956] [INFO ] [sig       ] [2014/3576] Completed MCN in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:33.242995] [INFO ] [sig       ] [2015/3576] Forecasting MCO...
[2025-12-17T20:26:33.243030] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-17T20:26:33.243060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-17T20:26:33.254715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-17T20:26:33.254982] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-17T20:26:33.255750] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-17T20:26:33.255801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:33.255831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:33.255856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:33.255910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:33.310589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:33.311191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:33.311270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:33.311300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:33.430269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:33.430411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:33.430450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:33.430477] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:33.433871] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=37.19%)
[2025-12-17T20:26:33.434155] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-17T20:26:33.434282] [INFO ] [sig       ] MCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:33.573504] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCO.txt
[2025-12-17T20:26:33.573630] [INFO ] [sig       ] [2015/3576] Completed MCO in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:33.573670] [INFO ] [sig       ] [2016/3576] Forecasting MCRB...
[2025-12-17T20:26:33.573700] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-17T20:26:33.573728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-17T20:26:33.585292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-17T20:26:33.585586] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-17T20:26:33.586315] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-17T20:26:33.586365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:33.586395] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:33.586421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:33.586475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:33.642125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:33.642729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:33.642808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:33.642841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:33.758452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:33.758564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:33.758618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:33.758647] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:33.761880] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-17T20:26:33.762148] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-17T20:26:33.762269] [INFO ] [sig       ] MCRB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:33.900434] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCRB.txt
[2025-12-17T20:26:33.900563] [INFO ] [sig       ] [2016/3576] Completed MCRB in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:33.900620] [INFO ] [sig       ] [2017/3576] Forecasting MCRI...
[2025-12-17T20:26:33.900650] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-17T20:26:33.900679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-17T20:26:33.912285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-17T20:26:33.912553] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-17T20:26:33.913308] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-17T20:26:33.913358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:33.913389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:33.913415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:33.913471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:33.969169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:33.969764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:33.969854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:33.969891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:34.091964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:34.092122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:34.092162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:34.092191] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:34.095628] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-17T20:26:34.095910] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-17T20:26:34.096040] [INFO ] [sig       ] MCRI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:34.237008] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCRI.txt
[2025-12-17T20:26:34.237132] [INFO ] [sig       ] [2017/3576] Completed MCRI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:34.237170] [INFO ] [sig       ] [2018/3576] Forecasting MCS...
[2025-12-17T20:26:34.237199] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-17T20:26:34.237228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-17T20:26:34.249133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-17T20:26:34.249404] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-17T20:26:34.250220] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-17T20:26:34.250284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:34.250326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:34.250363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:34.250426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:34.309708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:34.310386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:34.310466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:34.310498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:34.432291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:34.432431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:34.432469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:34.432498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:34.435772] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-17T20:26:34.436038] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-17T20:26:34.436158] [INFO ] [sig       ] MCS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:34.574260] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MCS.txt
[2025-12-17T20:26:34.574387] [INFO ] [sig       ] [2018/3576] Completed MCS in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:34.574424] [INFO ] [sig       ] [2019/3576] Forecasting MCY...
[2025-12-17T20:26:34.574453] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-17T20:26:34.574483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-17T20:26:34.615807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-17T20:26:34.616110] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-17T20:26:34.616873] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-17T20:26:34.616934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:34.616969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:34.616996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:34.617050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:34.672263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:34.672886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:34.672991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:34.673023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:34.791917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:34.792058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:34.792098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:34.792127] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:34.795419] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-17T20:26:34.795705] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-17T20:26:34.795834] [INFO ] [sig       ] MCY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:34.936734] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MCY.txt
[2025-12-17T20:26:34.936920] [INFO ] [sig       ] [2019/3576] Completed MCY in 0.4s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:34.936966] [INFO ] [sig       ] [2020/3576] Forecasting MD...
[2025-12-17T20:26:34.936999] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-17T20:26:34.937030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-17T20:26:34.953504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-17T20:26:34.953988] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-17T20:26:34.955177] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-17T20:26:34.955252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:34.955300] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:34.955342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:34.955406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:35.020465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:35.021382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:35.021463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:35.021495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:35.142494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:35.142667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:35.142710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:35.142741] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:35.146250] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-17T20:26:35.146527] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-17T20:26:35.146685] [INFO ] [sig       ] MD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:35.286844] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MD.txt
[2025-12-17T20:26:35.286979] [INFO ] [sig       ] [2020/3576] Completed MD in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:35.287019] [INFO ] [sig       ] [2021/3576] Forecasting MDAI...
[2025-12-17T20:26:35.287050] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-17T20:26:35.287088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-17T20:26:35.298449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-17T20:26:35.298779] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-17T20:26:35.299553] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-17T20:26:35.299627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:35.299659] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:35.299685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:35.299741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:35.354782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:35.355472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:35.355553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:35.355606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:35.474773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:35.474934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:35.474979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:35.475008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:35.478332] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-17T20:26:35.478610] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-17T20:26:35.478733] [INFO ] [sig       ] MDAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:35.617746] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MDAI.txt
[2025-12-17T20:26:35.617899] [INFO ] [sig       ] [2021/3576] Completed MDAI in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:35.617946] [INFO ] [sig       ] [2022/3576] Forecasting MDB...
[2025-12-17T20:26:35.617976] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-17T20:26:35.618007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-17T20:26:35.629469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-17T20:26:35.629778] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-17T20:26:35.630515] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-17T20:26:35.630566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:35.630621] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:35.630648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:35.630703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:35.687782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:35.688564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:35.688663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:35.688697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:35.817153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:35.817302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:35.817343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:35.817374] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:35.820845] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-17T20:26:35.821141] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-17T20:26:35.821268] [INFO ] [sig       ] MDB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:35.959931] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MDB.txt
[2025-12-17T20:26:35.960085] [INFO ] [sig       ] [2022/3576] Completed MDB in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-17T20:26:35.960125] [INFO ] [sig       ] [2023/3576] Forecasting MDGL...
[2025-12-17T20:26:35.960154] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-17T20:26:35.960183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-17T20:26:35.971136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-17T20:26:35.971435] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-17T20:26:35.972196] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-17T20:26:35.972246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:35.972277] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:35.972304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:35.972364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:36.028109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:36.028800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:36.028899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:36.028935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:36.148036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:36.148193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:36.148233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:36.148261] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:36.151733] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-17T20:26:36.152004] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-17T20:26:36.152144] [INFO ] [sig       ] MDGL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:36.291448] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MDGL.txt
[2025-12-17T20:26:36.291595] [INFO ] [sig       ] [2023/3576] Completed MDGL in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-17T20:26:36.291636] [INFO ] [sig       ] [2024/3576] Forecasting MDLZ...
[2025-12-17T20:26:36.291664] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-17T20:26:36.291694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-17T20:26:36.303181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-17T20:26:36.303487] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-17T20:26:36.304253] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-17T20:26:36.304304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:36.304335] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:36.304360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:36.304415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:36.360614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:36.361302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:36.361382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:36.361415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:36.482842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:36.482994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:36.483034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:36.483062] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:36.486462] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-17T20:26:36.486748] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-17T20:26:36.486880] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:36.624999] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MDLZ.txt
[2025-12-17T20:26:36.625139] [INFO ] [sig       ] [2024/3576] Completed MDLZ in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-17T20:26:36.625179] [INFO ] [sig       ] [2025/3576] Forecasting MDWD...
[2025-12-17T20:26:36.625210] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-17T20:26:36.625241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-17T20:26:36.637012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-17T20:26:36.637307] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-17T20:26:36.638066] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-17T20:26:36.638116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:36.638147] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:36.638173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:36.638227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:36.692657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:36.693351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:36.693429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:36.693461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:36.807205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:36.807358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:36.807415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:36.807445] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:36.810784] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-17T20:26:36.811054] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-17T20:26:36.811176] [INFO ] [sig       ] MDWD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:36.950921] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MDWD.txt
[2025-12-17T20:26:36.951046] [INFO ] [sig       ] [2025/3576] Completed MDWD in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-17T20:26:36.951085] [INFO ] [sig       ] [2026/3576] Forecasting MDXG...
[2025-12-17T20:26:36.951113] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-17T20:26:36.951143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-17T20:26:36.962678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-17T20:26:36.962942] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-17T20:26:36.963687] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-17T20:26:36.963738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:36.963806] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:36.963834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:36.963889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:37.019361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:37.019984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:37.020060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:37.020092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:37.137741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:37.137888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:37.137927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:37.137957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:37.141242] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-17T20:26:37.141502] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-17T20:26:37.141642] [INFO ] [sig       ] MDXG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:37.283255] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MDXG.txt
[2025-12-17T20:26:37.283378] [INFO ] [sig       ] [2026/3576] Completed MDXG in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-17T20:26:37.283417] [INFO ] [sig       ] [2027/3576] Forecasting MDXH...
[2025-12-17T20:26:37.283445] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-17T20:26:37.283474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-17T20:26:37.294482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-17T20:26:37.294769] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-17T20:26:37.295502] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-17T20:26:37.295551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:37.295612] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:37.295641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:37.295696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:37.351981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:37.352587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:37.352697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:37.352731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:37.470254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:37.470399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:37.470439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:37.470468] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:37.473733] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-12-17T20:26:37.473995] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-17T20:26:37.474114] [INFO ] [sig       ] MDXH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:37.612392] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MDXH.txt
[2025-12-17T20:26:37.612545] [INFO ] [sig       ] [2027/3576] Completed MDXH in 0.3s | 2.92 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-17T20:26:37.612605] [INFO ] [sig       ] [2028/3576] Forecasting MEC...
[2025-12-17T20:26:37.612636] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-17T20:26:37.612666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-17T20:26:37.625152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-17T20:26:37.625522] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-17T20:26:37.626285] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-17T20:26:37.626335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:37.626367] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:37.626393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:37.626447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:37.682497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:37.683326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:37.683406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:37.683438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:37.800972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:37.801100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:37.801137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:37.801166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:37.804392] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-17T20:26:37.804674] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-17T20:26:37.804795] [INFO ] [sig       ] MEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:37.943523] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MEC.txt
[2025-12-17T20:26:37.943661] [INFO ] [sig       ] [2028/3576] Completed MEC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:37.943701] [INFO ] [sig       ] [2029/3576] Forecasting MED...
[2025-12-17T20:26:37.943730] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-17T20:26:37.943761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-17T20:26:37.955263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-17T20:26:37.955543] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-17T20:26:37.956305] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-17T20:26:37.956356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:37.956398] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:37.956425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:37.956481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:38.012505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:38.013311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:38.013388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:38.013420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:38.133517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:38.133687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:38.133727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:38.133817] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:38.137238] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-17T20:26:38.137506] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-17T20:26:38.137651] [INFO ] [sig       ] MED: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:38.281181] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MED.txt
[2025-12-17T20:26:38.281304] [INFO ] [sig       ] [2029/3576] Completed MED in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:38.281342] [INFO ] [sig       ] [2030/3576] Forecasting MEDP...
[2025-12-17T20:26:38.281370] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-17T20:26:38.281400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-17T20:26:38.292841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-17T20:26:38.293122] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-17T20:26:38.293887] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-17T20:26:38.293949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:38.293986] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:38.294018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:38.294079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:38.350588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:38.351228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:38.351305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:38.351337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:38.473982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:38.474133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:38.474173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:38.474202] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:38.477554] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-17T20:26:38.477843] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-17T20:26:38.477994] [INFO ] [sig       ] MEDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:38.621880] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MEDP.txt
[2025-12-17T20:26:38.621999] [INFO ] [sig       ] [2030/3576] Completed MEDP in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:38.622037] [INFO ] [sig       ] [2031/3576] Forecasting MEG...
[2025-12-17T20:26:38.622066] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-17T20:26:38.622096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-17T20:26:38.634519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-17T20:26:38.634851] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-17T20:26:38.635636] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-17T20:26:38.635687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:38.635718] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:38.635744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:38.635799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:38.693641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:38.694440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:38.694521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:38.694555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:38.816043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:38.816168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:38.816214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:38.816244] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:38.819531] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-17T20:26:38.819813] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-17T20:26:38.819941] [INFO ] [sig       ] MEG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:38.964906] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MEG.txt
[2025-12-17T20:26:38.965051] [INFO ] [sig       ] [2031/3576] Completed MEG in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:38.965090] [INFO ] [sig       ] [2032/3576] Forecasting MEGI...
[2025-12-17T20:26:38.965120] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-17T20:26:38.965151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-17T20:26:38.977022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-17T20:26:38.977291] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-17T20:26:38.978066] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-17T20:26:38.978118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:38.978149] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:38.978176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:38.978232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:39.035083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:39.035918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:39.036003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:39.036036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:39.160788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:39.160940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:39.160981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:39.161010] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:39.164429] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=94.78%)
[2025-12-17T20:26:39.164719] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-17T20:26:39.164845] [INFO ] [sig       ] MEGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:39.323843] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MEGI.txt
[2025-12-17T20:26:39.323987] [INFO ] [sig       ] [2032/3576] Completed MEGI in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:39.324026] [INFO ] [sig       ] [2033/3576] Forecasting MEI...
[2025-12-17T20:26:39.324063] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-17T20:26:39.324094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-17T20:26:39.335687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-17T20:26:39.336005] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-17T20:26:39.336755] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-17T20:26:39.336806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:39.336837] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:39.336863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:39.336918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:39.392044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:39.392856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:39.392939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:39.392971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:39.513689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:39.513832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:39.513872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:39.513905] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:39.517149] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-12-17T20:26:39.517419] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-17T20:26:39.517542] [INFO ] [sig       ] MEI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:39.660170] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MEI.txt
[2025-12-17T20:26:39.660328] [INFO ] [sig       ] [2033/3576] Completed MEI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:39.660370] [INFO ] [sig       ] [2034/3576] Forecasting MELI...
[2025-12-17T20:26:39.660400] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-17T20:26:39.660429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-17T20:26:39.671743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-17T20:26:39.672128] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-17T20:26:39.672945] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-17T20:26:39.672997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:39.673028] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:39.673054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:39.673109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:39.728776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:39.729437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:39.729516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:39.729547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:39.848777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:39.848911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:39.848958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:39.848985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:39.852236] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-17T20:26:39.852494] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-17T20:26:39.852632] [INFO ] [sig       ] MELI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:39.994353] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MELI.txt
[2025-12-17T20:26:39.994512] [INFO ] [sig       ] [2034/3576] Completed MELI in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:39.994551] [INFO ] [sig       ] [2035/3576] Forecasting MEOH...
[2025-12-17T20:26:39.994598] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-17T20:26:39.994630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-17T20:26:40.006629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-17T20:26:40.007033] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-17T20:26:40.007816] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-17T20:26:40.007869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:40.007899] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:40.007925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:40.007979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:40.063898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:40.064543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:40.064639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:40.064674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:40.198455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:40.198623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:40.198667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:40.198695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:40.202135] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-17T20:26:40.202401] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-17T20:26:40.202529] [INFO ] [sig       ] MEOH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:40.339782] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MEOH.txt
[2025-12-17T20:26:40.339908] [INFO ] [sig       ] [2035/3576] Completed MEOH in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:40.339953] [INFO ] [sig       ] [2036/3576] Forecasting MERC...
[2025-12-17T20:26:40.339989] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-17T20:26:40.340024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-17T20:26:40.351322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-17T20:26:40.351633] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-17T20:26:40.352391] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-17T20:26:40.352448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:40.352486] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:40.352515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:40.352589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:40.409026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:40.409657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:40.409757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:40.409791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:40.529875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:40.530023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:40.530072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:40.530123] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:40.533453] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-17T20:26:40.533738] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-17T20:26:40.533861] [INFO ] [sig       ] MERC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:40.674030] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MERC.txt
[2025-12-17T20:26:40.674196] [INFO ] [sig       ] [2036/3576] Completed MERC in 0.3s | 2.93 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:40.674236] [INFO ] [sig       ] [2037/3576] Forecasting META...
[2025-12-17T20:26:40.674267] [INFO ] [sig       ] Generating forecast for: META
[2025-12-17T20:26:40.674297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-17T20:26:40.686518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-17T20:26:40.686875] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-17T20:26:40.687750] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-17T20:26:40.687805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:40.687838] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:40.687865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:40.687923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:40.758239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:40.759149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:40.759247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:40.759280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:40.885508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:40.885684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:40.885724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:40.885754] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:40.889141] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-17T20:26:40.889447] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-17T20:26:40.889604] [INFO ] [sig       ] META: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:41.028838] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/META.txt
[2025-12-17T20:26:41.029005] [INFO ] [sig       ] [2037/3576] Completed META in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:41.029045] [INFO ] [sig       ] [2038/3576] Forecasting METC...
[2025-12-17T20:26:41.029073] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-17T20:26:41.029102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-17T20:26:41.040075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-17T20:26:41.040361] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-17T20:26:41.041122] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-17T20:26:41.041174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:41.041205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:41.041231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:41.041287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:41.096507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:41.097384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:41.097467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:41.097516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:41.211001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:41.211154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:41.211192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:41.211221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:41.214502] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-17T20:26:41.214783] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-17T20:26:41.214904] [INFO ] [sig       ] METC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:41.376214] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/METC.txt
[2025-12-17T20:26:41.376367] [INFO ] [sig       ] [2038/3576] Completed METC in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:41.376408] [INFO ] [sig       ] [2039/3576] Forecasting METCB...
[2025-12-17T20:26:41.376436] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-17T20:26:41.376466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-17T20:26:41.387732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-17T20:26:41.388034] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-17T20:26:41.388848] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-17T20:26:41.388934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:41.388968] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:41.388995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:41.389052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:41.445895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:41.446747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:41.446832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:41.446863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:41.570908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:41.571064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:41.571103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:41.571134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:41.574482] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-17T20:26:41.574793] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-17T20:26:41.574924] [INFO ] [sig       ] METCB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:41.716732] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/METCB.txt
[2025-12-17T20:26:41.716885] [INFO ] [sig       ] [2039/3576] Completed METCB in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:41.716925] [INFO ] [sig       ] [2040/3576] Forecasting METD...
[2025-12-17T20:26:41.716954] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-17T20:26:41.716984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-17T20:26:41.728938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-17T20:26:41.729339] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-17T20:26:41.730242] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-17T20:26:41.730296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:41.730330] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:41.730371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:41.730430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:41.786423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:41.787272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:41.787353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:41.787385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:41.909491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:41.909658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:41.909699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:41.909727] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:41.913082] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-17T20:26:41.913392] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-17T20:26:41.913527] [INFO ] [sig       ] METD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:42.053697] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/METD.txt
[2025-12-17T20:26:42.053851] [INFO ] [sig       ] [2040/3576] Completed METD in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-17T20:26:42.053890] [INFO ] [sig       ] [2041/3576] Forecasting MFA...
[2025-12-17T20:26:42.053920] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-17T20:26:42.053950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-17T20:26:42.065714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-17T20:26:42.066130] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-17T20:26:42.066996] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-17T20:26:42.067050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:42.067083] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:42.067110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:42.067168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:42.126704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:42.127695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:42.127790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:42.127826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:42.251196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:42.251364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:42.251404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:42.251433] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:42.254792] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=31.46%)
[2025-12-17T20:26:42.255072] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-17T20:26:42.255198] [INFO ] [sig       ] MFA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:42.409406] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MFA.txt
[2025-12-17T20:26:42.409560] [INFO ] [sig       ] [2041/3576] Completed MFA in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-17T20:26:42.409618] [INFO ] [sig       ] [2042/3576] Forecasting MFC...
[2025-12-17T20:26:42.409647] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-17T20:26:42.409677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-17T20:26:42.421851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-17T20:26:42.422267] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-17T20:26:42.423060] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-17T20:26:42.423110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:42.423142] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:42.423168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:42.423223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:42.493099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:42.494162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:42.494269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:42.494309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:42.619634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:42.619784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:42.619824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:42.619853] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:42.623266] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-17T20:26:42.623540] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-17T20:26:42.623689] [INFO ] [sig       ] MFC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:42.762442] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MFC.txt
[2025-12-17T20:26:42.762594] [INFO ] [sig       ] [2042/3576] Completed MFC in 0.4s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-17T20:26:42.762637] [INFO ] [sig       ] [2043/3576] Forecasting MFG...
[2025-12-17T20:26:42.762667] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-17T20:26:42.762701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-17T20:26:42.774612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-17T20:26:42.774921] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-17T20:26:42.775718] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-17T20:26:42.775791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:42.775823] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:42.775850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:42.775905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:42.832014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:42.832637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:42.832714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:42.832745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:42.954370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:42.954512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:42.954550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:42.954601] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:42.957866] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-17T20:26:42.958131] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-17T20:26:42.958254] [INFO ] [sig       ] MFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:43.096358] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MFG.txt
[2025-12-17T20:26:43.096482] [INFO ] [sig       ] [2043/3576] Completed MFG in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-17T20:26:43.096519] [INFO ] [sig       ] [2044/3576] Forecasting MFI...
[2025-12-17T20:26:43.096549] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-17T20:26:43.096596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-17T20:26:43.107207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-17T20:26:43.107481] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-17T20:26:43.108229] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-17T20:26:43.108280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:43.108311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:43.108336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:43.108392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:43.163733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:43.164489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:43.164569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:43.164621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:43.279976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:43.280130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:43.280168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:43.280196] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:43.283470] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-17T20:26:43.283748] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-17T20:26:43.283868] [INFO ] [sig       ] MFI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:43.422326] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MFI.txt
[2025-12-17T20:26:43.422446] [INFO ] [sig       ] [2044/3576] Completed MFI in 0.3s | 2.92 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-17T20:26:43.422485] [INFO ] [sig       ] [2045/3576] Forecasting MFIC...
[2025-12-17T20:26:43.422513] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-17T20:26:43.422542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-17T20:26:43.433784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-17T20:26:43.434089] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-17T20:26:43.434855] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-17T20:26:43.434906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:43.434937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:43.434963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:43.435020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:43.490462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:43.491174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:43.491267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:43.491306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:43.612750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:43.612892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:43.612933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:43.612962] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:43.616331] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-17T20:26:43.616618] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-17T20:26:43.616746] [INFO ] [sig       ] MFIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:43.756330] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MFIC.txt
[2025-12-17T20:26:43.756488] [INFO ] [sig       ] [2045/3576] Completed MFIC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:43.756529] [INFO ] [sig       ] [2046/3576] Forecasting MFIN...
[2025-12-17T20:26:43.756558] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-17T20:26:43.756608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-17T20:26:43.768221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-17T20:26:43.768524] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-17T20:26:43.769327] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-17T20:26:43.769378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:43.769410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:43.769436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:43.769491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:43.827086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:43.827731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:43.827810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:43.827843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:43.947591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:43.947734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:43.947804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:43.947832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:43.951193] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-17T20:26:43.951470] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-17T20:26:43.951620] [INFO ] [sig       ] MFIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:44.093133] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MFIN.txt
[2025-12-17T20:26:44.093294] [INFO ] [sig       ] [2046/3576] Completed MFIN in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:44.093365] [INFO ] [sig       ] [2047/3576] Forecasting MFM...
[2025-12-17T20:26:44.093400] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-17T20:26:44.093431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-17T20:26:44.104262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-17T20:26:44.104690] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-17T20:26:44.105593] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-17T20:26:44.105654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:44.105686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:44.105713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:44.105770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:44.166616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:44.167654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:44.167735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:44.167768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:44.288979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:44.289132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:44.289173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:44.289200] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:44.292653] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-17T20:26:44.292921] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-17T20:26:44.293046] [INFO ] [sig       ] MFM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:44.434562] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MFM.txt
[2025-12-17T20:26:44.434723] [INFO ] [sig       ] [2047/3576] Completed MFM in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:44.434763] [INFO ] [sig       ] [2048/3576] Forecasting MG...
[2025-12-17T20:26:44.434792] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-17T20:26:44.434822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-17T20:26:44.445804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-17T20:26:44.446086] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-17T20:26:44.446845] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-17T20:26:44.446895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:44.446926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:44.446952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:44.447008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:44.507235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:44.508057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:44.508171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:44.508207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:44.626760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:44.626915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:44.626963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:44.626992] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:44.630432] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-17T20:26:44.630718] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-17T20:26:44.630844] [INFO ] [sig       ] MG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:44.770660] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MG.txt
[2025-12-17T20:26:44.770795] [INFO ] [sig       ] [2048/3576] Completed MG in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:44.770834] [INFO ] [sig       ] [2049/3576] Forecasting MGA...
[2025-12-17T20:26:44.770864] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-17T20:26:44.770905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-17T20:26:44.782392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-17T20:26:44.782695] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-17T20:26:44.783473] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-17T20:26:44.783530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:44.783561] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:44.783608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:44.783672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:44.838809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:44.839463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:44.839538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:44.839569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:44.964291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:44.964453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:44.964494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:44.964524] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:44.967874] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-17T20:26:44.968146] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-17T20:26:44.968267] [INFO ] [sig       ] MGA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:45.106362] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGA.txt
[2025-12-17T20:26:45.106479] [INFO ] [sig       ] [2049/3576] Completed MGA in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:45.106517] [INFO ] [sig       ] [2050/3576] Forecasting MGEE...
[2025-12-17T20:26:45.106546] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-17T20:26:45.106617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-17T20:26:45.117207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-17T20:26:45.117492] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-17T20:26:45.118250] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-17T20:26:45.118301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:45.118333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:45.118359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:45.118415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:45.174696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:45.175427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:45.175506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:45.175540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:45.298730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:45.298892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:45.298941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:45.298970] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:45.302377] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-17T20:26:45.302665] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-17T20:26:45.302790] [INFO ] [sig       ] MGEE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:45.441802] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGEE.txt
[2025-12-17T20:26:45.441925] [INFO ] [sig       ] [2050/3576] Completed MGEE in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:45.441962] [INFO ] [sig       ] [2051/3576] Forecasting MGIC...
[2025-12-17T20:26:45.441990] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-17T20:26:45.442021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-17T20:26:45.453807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-17T20:26:45.454142] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-17T20:26:45.454939] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-17T20:26:45.454991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:45.455029] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:45.455062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:45.455131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:45.512866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:45.513564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:45.513665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:45.513698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:45.638002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:45.638161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:45.638207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:45.638240] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:45.641796] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-17T20:26:45.642078] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-17T20:26:45.642209] [INFO ] [sig       ] MGIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:45.781426] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MGIC.txt
[2025-12-17T20:26:45.781595] [INFO ] [sig       ] [2051/3576] Completed MGIC in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:45.781636] [INFO ] [sig       ] [2052/3576] Forecasting MGM...
[2025-12-17T20:26:45.781667] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-17T20:26:45.781697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-17T20:26:45.792886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-17T20:26:45.793226] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-17T20:26:45.793990] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-17T20:26:45.794047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:45.794085] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:45.794117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:45.794185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:45.851990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:45.852630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:45.852710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:45.852743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:45.977452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:45.977626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:45.977667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:45.977695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:45.981190] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-12-17T20:26:45.981451] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-17T20:26:45.981587] [INFO ] [sig       ] MGM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:46.119317] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MGM.txt
[2025-12-17T20:26:46.119455] [INFO ] [sig       ] [2052/3576] Completed MGM in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:46.119494] [INFO ] [sig       ] [2053/3576] Forecasting MGNI...
[2025-12-17T20:26:46.119523] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-17T20:26:46.119553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-17T20:26:46.131144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-17T20:26:46.131499] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-17T20:26:46.132300] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-17T20:26:46.132353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:46.132402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:46.132431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:46.132488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:46.189107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:46.189933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:46.190032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:46.190066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:46.315838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:46.315990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:46.316031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:46.316060] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:46.319391] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-17T20:26:46.319720] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-17T20:26:46.319848] [INFO ] [sig       ] MGNI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:46.459253] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGNI.txt
[2025-12-17T20:26:46.459380] [INFO ] [sig       ] [2053/3576] Completed MGNI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:46.459419] [INFO ] [sig       ] [2054/3576] Forecasting MGNX...
[2025-12-17T20:26:46.459447] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-17T20:26:46.459477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-17T20:26:46.471081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-17T20:26:46.471368] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-17T20:26:46.472165] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-17T20:26:46.472228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:46.472259] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:46.472286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:46.472342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:46.530087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:46.530781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:46.530860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:46.530893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:46.650220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:46.650367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:46.650409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:46.650438] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:46.653801] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-17T20:26:46.654076] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-17T20:26:46.654204] [INFO ] [sig       ] MGNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:46.794015] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGNX.txt
[2025-12-17T20:26:46.794146] [INFO ] [sig       ] [2054/3576] Completed MGNX in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:46.794185] [INFO ] [sig       ] [2055/3576] Forecasting MGPI...
[2025-12-17T20:26:46.794214] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-17T20:26:46.794244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-17T20:26:46.805259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-17T20:26:46.805546] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-17T20:26:46.806319] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-17T20:26:46.806385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:46.806430] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:46.806467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:46.806527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:46.865017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:46.865675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:46.865754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:46.865787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:46.988267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:46.988419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:46.988459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:46.988488] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:46.991941] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-17T20:26:46.992209] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-17T20:26:46.992333] [INFO ] [sig       ] MGPI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:47.136682] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGPI.txt
[2025-12-17T20:26:47.136818] [INFO ] [sig       ] [2055/3576] Completed MGPI in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:47.136856] [INFO ] [sig       ] [2056/3576] Forecasting MGRC...
[2025-12-17T20:26:47.136886] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-17T20:26:47.136917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-17T20:26:47.148428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-17T20:26:47.148730] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-17T20:26:47.149534] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-17T20:26:47.149600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:47.149633] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:47.149659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:47.149714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:47.222075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:47.222946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:47.223030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:47.223063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:47.340844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:47.341000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:47.341041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:47.341072] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:47.344700] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-17T20:26:47.345021] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-17T20:26:47.345190] [INFO ] [sig       ] MGRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:47.494028] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGRC.txt
[2025-12-17T20:26:47.494193] [INFO ] [sig       ] [2056/3576] Completed MGRC in 0.4s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:47.494250] [INFO ] [sig       ] [2057/3576] Forecasting MGTX...
[2025-12-17T20:26:47.494282] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-17T20:26:47.494315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-17T20:26:47.505950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-17T20:26:47.506338] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-17T20:26:47.507165] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-17T20:26:47.507228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:47.507267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:47.507297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:47.507353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:47.565308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:47.566188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:47.566278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:47.566311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:47.685820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:47.685975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:47.686014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:47.686044] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:47.689438] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-17T20:26:47.689748] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-17T20:26:47.689881] [INFO ] [sig       ] MGTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:47.835443] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MGTX.txt
[2025-12-17T20:26:47.835595] [INFO ] [sig       ] [2057/3576] Completed MGTX in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-17T20:26:47.835637] [INFO ] [sig       ] [2058/3576] Forecasting MGX...
[2025-12-17T20:26:47.835668] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-17T20:26:47.835699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-17T20:26:47.851367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-17T20:26:47.851714] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-17T20:26:47.852483] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-17T20:26:47.852535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:47.852567] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:47.852617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:47.852686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:47.908982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:47.909626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:47.909706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:47.909737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:48.029182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:48.029346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:48.029385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:48.029414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:48.032827] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-17T20:26:48.033095] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-17T20:26:48.033240] [INFO ] [sig       ] MGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:48.171460] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MGX.txt
[2025-12-17T20:26:48.171597] [INFO ] [sig       ] [2058/3576] Completed MGX in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-17T20:26:48.171651] [INFO ] [sig       ] [2059/3576] Forecasting MGY...
[2025-12-17T20:26:48.171682] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-17T20:26:48.171714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-17T20:26:48.183030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-17T20:26:48.183285] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-17T20:26:48.184048] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-17T20:26:48.184099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:48.184130] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:48.184156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:48.184211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:48.239426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:48.240090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:48.240171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:48.240204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:48.359783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:48.359928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:48.359971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:48.359999] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:48.363268] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-17T20:26:48.363532] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-17T20:26:48.363669] [INFO ] [sig       ] MGY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:48.502661] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MGY.txt
[2025-12-17T20:26:48.502787] [INFO ] [sig       ] [2059/3576] Completed MGY in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-17T20:26:48.502825] [INFO ] [sig       ] [2060/3576] Forecasting MHD...
[2025-12-17T20:26:48.502854] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-17T20:26:48.502884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-17T20:26:48.514493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-17T20:26:48.514769] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-17T20:26:48.515549] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-17T20:26:48.515622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:48.515653] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:48.515680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:48.515735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:48.571412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:48.572039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:48.572116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:48.572154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:48.685959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:48.686113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:48.686152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:48.686222] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:48.689540] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-17T20:26:48.689820] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-17T20:26:48.689943] [INFO ] [sig       ] MHD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:48.829536] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MHD.txt
[2025-12-17T20:26:48.829672] [INFO ] [sig       ] [2060/3576] Completed MHD in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-17T20:26:48.829713] [INFO ] [sig       ] [2061/3576] Forecasting MHF...
[2025-12-17T20:26:48.829742] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-17T20:26:48.829772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-17T20:26:48.840792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-17T20:26:48.841058] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-17T20:26:48.841841] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-17T20:26:48.841891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:48.841921] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:48.841948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:48.842002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:48.898034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:48.898675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:48.898751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:48.898783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:49.017187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:49.017333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:49.017374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:49.017401] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:49.020752] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-12-17T20:26:49.021014] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-17T20:26:49.021134] [INFO ] [sig       ] MHF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:49.158324] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MHF.txt
[2025-12-17T20:26:49.158446] [INFO ] [sig       ] [2061/3576] Completed MHF in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-17T20:26:49.158484] [INFO ] [sig       ] [2062/3576] Forecasting MHK...
[2025-12-17T20:26:49.158513] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-17T20:26:49.158544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-17T20:26:49.170750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-17T20:26:49.171050] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-17T20:26:49.171872] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-17T20:26:49.171923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:49.171955] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:49.171982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:49.172037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:49.238293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:49.239527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:49.239681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:49.239741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:49.360890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:49.361055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:49.361098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:49.361126] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:49.364596] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-17T20:26:49.364882] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-17T20:26:49.365011] [INFO ] [sig       ] MHK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:49.506290] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MHK.txt
[2025-12-17T20:26:49.506417] [INFO ] [sig       ] [2062/3576] Completed MHK in 0.3s | 2.93 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-17T20:26:49.506455] [INFO ] [sig       ] [2063/3576] Forecasting MHN...
[2025-12-17T20:26:49.506484] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-17T20:26:49.506513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-17T20:26:49.517611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-17T20:26:49.517893] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-17T20:26:49.518686] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-17T20:26:49.518737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:49.518767] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:49.518793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:49.518870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:49.576124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:49.576770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:49.576857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:49.576892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:49.694391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:49.694600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:49.694645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:49.694673] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:49.698194] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-17T20:26:49.698504] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-17T20:26:49.698658] [INFO ] [sig       ] MHN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:49.849333] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MHN.txt
[2025-12-17T20:26:49.849462] [INFO ] [sig       ] [2063/3576] Completed MHN in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:49.849500] [INFO ] [sig       ] [2064/3576] Forecasting MHO...
[2025-12-17T20:26:49.849530] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-17T20:26:49.849561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-17T20:26:49.861194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-17T20:26:49.861482] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-17T20:26:49.862243] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-17T20:26:49.862302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:49.862332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:49.862382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:49.862441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:49.918754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:49.920392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:49.920533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:49.920567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:50.039230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:50.039570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:50.039629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:50.039660] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:50.043030] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-17T20:26:50.043304] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-17T20:26:50.043427] [INFO ] [sig       ] MHO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:50.180989] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MHO.txt
[2025-12-17T20:26:50.181116] [INFO ] [sig       ] [2064/3576] Completed MHO in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:50.181155] [INFO ] [sig       ] [2065/3576] Forecasting MIDD...
[2025-12-17T20:26:50.181188] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-17T20:26:50.181221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-17T20:26:50.192647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-17T20:26:50.192950] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-17T20:26:50.193701] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-17T20:26:50.193753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:50.193785] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:50.193812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:50.193867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:50.252493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:50.253540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:50.253660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:50.253705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:50.375788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:50.375946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:50.375989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:50.376020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:50.379542] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-17T20:26:50.379857] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-17T20:26:50.380000] [INFO ] [sig       ] MIDD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:50.519074] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MIDD.txt
[2025-12-17T20:26:50.519221] [INFO ] [sig       ] [2065/3576] Completed MIDD in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:50.519270] [INFO ] [sig       ] [2066/3576] Forecasting MIGI...
[2025-12-17T20:26:50.519304] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-17T20:26:50.519338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-17T20:26:50.530548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-17T20:26:50.530907] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-17T20:26:50.531718] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-17T20:26:50.531769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:50.531800] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:50.531826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:50.531881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:50.587305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:50.588057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:50.588137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:50.588177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:50.708467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:50.708639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:50.708681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:50.708709] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:50.712256] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-17T20:26:50.712543] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-17T20:26:50.712688] [INFO ] [sig       ] MIGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:50.862464] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MIGI.txt
[2025-12-17T20:26:50.862726] [INFO ] [sig       ] [2066/3576] Completed MIGI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:50.862831] [INFO ] [sig       ] [2067/3576] Forecasting MILN...
[2025-12-17T20:26:50.862863] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-17T20:26:50.862893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-17T20:26:50.880461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-17T20:26:50.880820] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-17T20:26:50.881755] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-17T20:26:50.881806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:50.881836] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:50.881862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:50.881917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:50.938248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:50.938850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:50.938964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:50.938999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:51.044862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:51.045003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:51.045043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:51.045071] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:51.048343] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-17T20:26:51.048622] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-17T20:26:51.048743] [INFO ] [sig       ] MILN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:51.188531] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MILN.txt
[2025-12-17T20:26:51.188656] [INFO ] [sig       ] [2067/3576] Completed MILN in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:51.188695] [INFO ] [sig       ] [2068/3576] Forecasting MIND...
[2025-12-17T20:26:51.188724] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-17T20:26:51.188759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-17T20:26:51.200042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-17T20:26:51.200343] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-17T20:26:51.201122] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-17T20:26:51.201174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:51.201210] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:51.201238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:51.201295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:51.257015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:51.257631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:51.257710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:51.257742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:51.379466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:51.379634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:51.379675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:51.379704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:51.383074] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-17T20:26:51.383336] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-17T20:26:51.383459] [INFO ] [sig       ] MIND: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:51.526398] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MIND.txt
[2025-12-17T20:26:51.526519] [INFO ] [sig       ] [2068/3576] Completed MIND in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:51.526558] [INFO ] [sig       ] [2069/3576] Forecasting MIRA...
[2025-12-17T20:26:51.526605] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-17T20:26:51.526636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-17T20:26:51.537654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-17T20:26:51.537935] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-17T20:26:51.538718] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-17T20:26:51.538768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:51.538799] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:51.538826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:51.538903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:51.594005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:51.594650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:51.594727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:51.594758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:51.713774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:51.713926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:51.713966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:51.713994] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:51.717316] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=67.82%)
[2025-12-17T20:26:51.717606] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-17T20:26:51.717732] [INFO ] [sig       ] MIRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:51.862909] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MIRA.txt
[2025-12-17T20:26:51.863061] [INFO ] [sig       ] [2069/3576] Completed MIRA in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:51.863100] [INFO ] [sig       ] [2070/3576] Forecasting MIRM...
[2025-12-17T20:26:51.863130] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-17T20:26:51.863160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-17T20:26:51.874222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-17T20:26:51.874530] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-17T20:26:51.875307] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-17T20:26:51.875358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:51.875391] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:51.875444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:51.875503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:51.935234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:51.936281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:51.936367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:51.936602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:52.057144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:52.057292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:52.057335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:52.057363] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:52.060737] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: DOWN (p=27.44%)
[2025-12-17T20:26:52.061011] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-17T20:26:52.061136] [INFO ] [sig       ] MIRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:52.204735] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MIRM.txt
[2025-12-17T20:26:52.204888] [INFO ] [sig       ] [2070/3576] Completed MIRM in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:52.204931] [INFO ] [sig       ] [2071/3576] Forecasting MITK...
[2025-12-17T20:26:52.204961] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-17T20:26:52.204992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-17T20:26:52.216025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-17T20:26:52.216315] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-17T20:26:52.217092] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-17T20:26:52.217145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:52.217177] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:52.217204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:52.217265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:52.272191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:52.272811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:52.272889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:52.272922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:52.398846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:52.399037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:52.399080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:52.399126] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:52.402638] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-17T20:26:52.402907] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-17T20:26:52.403031] [INFO ] [sig       ] MITK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:52.546433] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MITK.txt
[2025-12-17T20:26:52.546561] [INFO ] [sig       ] [2071/3576] Completed MITK in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:52.546619] [INFO ] [sig       ] [2072/3576] Forecasting MIY...
[2025-12-17T20:26:52.546650] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-17T20:26:52.546693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-17T20:26:52.558466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-17T20:26:52.558793] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-17T20:26:52.559606] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-17T20:26:52.559659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:52.559692] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:52.559720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:52.559777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:52.616083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:52.616852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:52.616951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:52.616986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:52.739018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:52.739168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:52.739210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:52.739239] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:52.742673] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-17T20:26:52.742940] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-17T20:26:52.743065] [INFO ] [sig       ] MIY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:52.885727] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MIY.txt
[2025-12-17T20:26:52.885849] [INFO ] [sig       ] [2072/3576] Completed MIY in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:52.885886] [INFO ] [sig       ] [2073/3576] Forecasting MKC...
[2025-12-17T20:26:52.885916] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-17T20:26:52.885948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-17T20:26:52.897030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-17T20:26:52.897354] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-17T20:26:52.898177] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-17T20:26:52.898229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:52.898261] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:52.898288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:52.898344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:52.954880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:52.955566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:52.955662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:52.955695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:53.070383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:53.070532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:53.070589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:53.070621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:53.074157] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-17T20:26:53.074442] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-17T20:26:53.074589] [INFO ] [sig       ] MKC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:53.215845] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MKC.txt
[2025-12-17T20:26:53.215970] [INFO ] [sig       ] [2073/3576] Completed MKC in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:53.216008] [INFO ] [sig       ] [2074/3576] Forecasting MKL...
[2025-12-17T20:26:53.216037] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-17T20:26:53.216067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-17T20:26:53.227889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-17T20:26:53.228214] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-17T20:26:53.229052] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-17T20:26:53.229105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:53.229137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:53.229163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:53.229219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:53.285394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:53.286114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:53.286192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:53.286224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:53.402185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:53.402350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:53.402396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:53.402428] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:53.405760] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-17T20:26:53.406021] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-17T20:26:53.406140] [INFO ] [sig       ] MKL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:53.548084] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MKL.txt
[2025-12-17T20:26:53.548208] [INFO ] [sig       ] [2074/3576] Completed MKL in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:53.548246] [INFO ] [sig       ] [2075/3576] Forecasting MKSI...
[2025-12-17T20:26:53.548276] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-17T20:26:53.548305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-17T20:26:53.560002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-17T20:26:53.560297] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-17T20:26:53.561069] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-17T20:26:53.561120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:53.561151] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:53.561179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:53.561247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:53.618092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:53.618747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:53.618826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:53.618872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:53.743660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:53.743824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:53.743870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:53.743900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:53.747425] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-17T20:26:53.747733] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-17T20:26:53.747860] [INFO ] [sig       ] MKSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:53.892306] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MKSI.txt
[2025-12-17T20:26:53.892436] [INFO ] [sig       ] [2075/3576] Completed MKSI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-17T20:26:53.892475] [INFO ] [sig       ] [2076/3576] Forecasting MKTX...
[2025-12-17T20:26:53.892503] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-17T20:26:53.892532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-17T20:26:53.903998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-17T20:26:53.904347] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-17T20:26:53.905120] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-17T20:26:53.905172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:53.905205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:53.905239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:53.905309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:53.961958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:53.962667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:53.962747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:53.962782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:54.082195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:54.082359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:54.082406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:54.082436] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:54.085852] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=25.99%)
[2025-12-17T20:26:54.086146] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-17T20:26:54.086281] [INFO ] [sig       ] MKTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:54.231759] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MKTX.txt
[2025-12-17T20:26:54.231887] [INFO ] [sig       ] [2076/3576] Completed MKTX in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-17T20:26:54.231927] [INFO ] [sig       ] [2077/3576] Forecasting MLAB...
[2025-12-17T20:26:54.231956] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-17T20:26:54.231986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-17T20:26:54.243856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-17T20:26:54.244169] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-17T20:26:54.244962] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-17T20:26:54.245046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:54.245081] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:54.245109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:54.245166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:54.302926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:54.303621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:54.303701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:54.303735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:54.420863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:54.421017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:54.421057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:54.421087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:54.424416] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-17T20:26:54.424714] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-17T20:26:54.424841] [INFO ] [sig       ] MLAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:54.568651] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MLAB.txt
[2025-12-17T20:26:54.568802] [INFO ] [sig       ] [2077/3576] Completed MLAB in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-17T20:26:54.568843] [INFO ] [sig       ] [2078/3576] Forecasting MLCO...
[2025-12-17T20:26:54.568902] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-17T20:26:54.568935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-17T20:26:54.580667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-17T20:26:54.581010] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-17T20:26:54.581781] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-17T20:26:54.581834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:54.581866] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:54.581893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:54.581948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:54.639145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:54.640046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:54.640131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:54.640164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:54.763764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:54.763919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:54.763960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:54.763988] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:54.767397] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=88.28%)
[2025-12-17T20:26:54.767738] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-17T20:26:54.767872] [INFO ] [sig       ] MLCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:54.909037] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MLCO.txt
[2025-12-17T20:26:54.909179] [INFO ] [sig       ] [2078/3576] Completed MLCO in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-17T20:26:54.909222] [INFO ] [sig       ] [2079/3576] Forecasting MLGO...
[2025-12-17T20:26:54.909252] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-17T20:26:54.909289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-17T20:26:54.920563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-17T20:26:54.920866] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-17T20:26:54.921640] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-17T20:26:54.921692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:54.921724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:54.921751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:54.921807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:54.977800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:54.978601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:54.978684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:54.978718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:55.094609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:55.094763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:55.094804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:55.094832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:55.098137] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-17T20:26:55.098409] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-17T20:26:55.098530] [INFO ] [sig       ] MLGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:55.240759] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MLGO.txt
[2025-12-17T20:26:55.240911] [INFO ] [sig       ] [2079/3576] Completed MLGO in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-17T20:26:55.240957] [INFO ] [sig       ] [2080/3576] Forecasting MLI...
[2025-12-17T20:26:55.240989] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-17T20:26:55.241020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-17T20:26:55.252905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-17T20:26:55.253219] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-17T20:26:55.254043] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-17T20:26:55.254096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:55.254134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:55.254163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:55.254225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:55.309569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:55.310354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:55.310478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:55.310514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:55.435667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:55.435814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:55.435853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:55.435881] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:55.439272] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-17T20:26:55.439595] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-17T20:26:55.439724] [INFO ] [sig       ] MLI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:55.577632] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MLI.txt
[2025-12-17T20:26:55.577771] [INFO ] [sig       ] [2080/3576] Completed MLI in 0.3s | 2.93 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-17T20:26:55.577811] [INFO ] [sig       ] [2081/3576] Forecasting MLKN...
[2025-12-17T20:26:55.577839] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-17T20:26:55.577869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-17T20:26:55.590384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-17T20:26:55.590727] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-17T20:26:55.591554] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-17T20:26:55.591623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:55.591655] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:55.591681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:55.591736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:55.649205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:55.649931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:55.650012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:55.650045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:55.773198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:55.773351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:55.773393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:55.773422] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:55.776821] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-17T20:26:55.777088] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-17T20:26:55.777214] [INFO ] [sig       ] MLKN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:55.914316] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MLKN.txt
[2025-12-17T20:26:55.914465] [INFO ] [sig       ] [2081/3576] Completed MLKN in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:55.914504] [INFO ] [sig       ] [2082/3576] Forecasting MLM...
[2025-12-17T20:26:55.914534] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-17T20:26:55.914564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-17T20:26:55.926173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-17T20:26:55.926503] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-17T20:26:55.927300] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-17T20:26:55.927351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:55.927383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:55.927409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:55.927463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:55.990245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:55.991205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:55.991297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:55.991338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:56.115112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:56.115265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:56.115312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:56.115347] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:56.118690] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=25.00%)
[2025-12-17T20:26:56.118992] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-17T20:26:56.119117] [INFO ] [sig       ] MLM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:56.256864] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MLM.txt
[2025-12-17T20:26:56.257011] [INFO ] [sig       ] [2082/3576] Completed MLM in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:56.257081] [INFO ] [sig       ] [2083/3576] Forecasting MLP...
[2025-12-17T20:26:56.257118] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-17T20:26:56.257151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-17T20:26:56.269019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-17T20:26:56.269370] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-17T20:26:56.270271] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-17T20:26:56.270322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:56.270354] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:56.270380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:56.270435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:56.326179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:56.326837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:56.326916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:56.326949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:56.432007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:56.432160] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:26:56.432201] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:56.432229] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:56.435566] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-17T20:26:56.435852] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-17T20:26:56.435977] [INFO ] [sig       ] MLP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:56.574790] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MLP.txt
[2025-12-17T20:26:56.574956] [INFO ] [sig       ] [2083/3576] Completed MLP in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:56.574997] [INFO ] [sig       ] [2084/3576] Forecasting MLTX...
[2025-12-17T20:26:56.575026] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-17T20:26:56.575057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-17T20:26:56.586041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-17T20:26:56.586364] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-17T20:26:56.587142] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-17T20:26:56.587193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:56.587224] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:56.587251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:56.587306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:56.647797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:56.648726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:56.648814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:56.648848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:56.766408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:56.766554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:56.766628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:56.766660] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:56.770051] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2025-12-17T20:26:56.770323] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-17T20:26:56.770453] [INFO ] [sig       ] MLTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:56.910001] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MLTX.txt
[2025-12-17T20:26:56.910125] [INFO ] [sig       ] [2084/3576] Completed MLTX in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:56.910164] [INFO ] [sig       ] [2085/3576] Forecasting MLYS...
[2025-12-17T20:26:56.910194] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-17T20:26:56.910226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-17T20:26:56.921604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-17T20:26:56.921902] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-17T20:26:56.922652] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-17T20:26:56.922703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:56.922733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:56.922760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:56.922816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:56.978476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:56.979098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:56.979177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:56.979210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:57.092054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:57.092199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:57.092238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:57.092267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:57.095542] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-17T20:26:57.095823] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-17T20:26:57.095944] [INFO ] [sig       ] MLYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:57.233521] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MLYS.txt
[2025-12-17T20:26:57.233660] [INFO ] [sig       ] [2085/3576] Completed MLYS in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:57.233700] [INFO ] [sig       ] [2086/3576] Forecasting MMC...
[2025-12-17T20:26:57.233729] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-17T20:26:57.233758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-17T20:26:57.244895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-17T20:26:57.245157] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-17T20:26:57.245910] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-17T20:26:57.245961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:57.245992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:57.246018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:57.246073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:57.303443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:57.304100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:57.304180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:57.304212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:57.428307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:57.428429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:57.428467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:57.428496] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:57.431742] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=23.98%)
[2025-12-17T20:26:57.432001] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-17T20:26:57.432120] [INFO ] [sig       ] MMC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:57.571563] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MMC.txt
[2025-12-17T20:26:57.571896] [INFO ] [sig       ] [2086/3576] Completed MMC in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:57.571934] [INFO ] [sig       ] [2087/3576] Forecasting MMD...
[2025-12-17T20:26:57.571962] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-17T20:26:57.571992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-17T20:26:57.583318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-17T20:26:57.583687] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-17T20:26:57.584478] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-17T20:26:57.584531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:57.584604] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:57.584634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:57.584692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:57.640596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:57.641223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:57.641300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:57.641333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:57.759873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:57.760011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:57.760050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:57.760077] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:57.763331] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-17T20:26:57.763637] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-17T20:26:57.763758] [INFO ] [sig       ] MMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:57.903710] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MMD.txt
[2025-12-17T20:26:57.903834] [INFO ] [sig       ] [2087/3576] Completed MMD in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:57.903872] [INFO ] [sig       ] [2088/3576] Forecasting MMLP...
[2025-12-17T20:26:57.903900] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-17T20:26:57.903929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-17T20:26:57.915181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-17T20:26:57.915477] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-17T20:26:57.916233] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-17T20:26:57.916284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:57.916326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:57.916353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:57.916409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:57.973011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:57.973733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:57.973813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:57.973845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:58.087707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:58.087878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:58.087923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:58.087953] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:58.091457] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-17T20:26:58.091749] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-17T20:26:58.091883] [INFO ] [sig       ] MMLP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:26:58.238838] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MMLP.txt
[2025-12-17T20:26:58.239031] [INFO ] [sig       ] [2088/3576] Completed MMLP in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:58.239073] [INFO ] [sig       ] [2089/3576] Forecasting MMS...
[2025-12-17T20:26:58.239101] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-17T20:26:58.239130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-17T20:26:58.251153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-17T20:26:58.251481] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-17T20:26:58.252231] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-17T20:26:58.252282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:58.252313] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:58.252340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:58.252395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:58.309875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:58.310738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:58.310821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:58.310855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:58.434327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:58.434484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:58.434526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:58.434555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:58.437946] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-17T20:26:58.438222] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-17T20:26:58.438357] [INFO ] [sig       ] MMS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:58.582655] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MMS.txt
[2025-12-17T20:26:58.582804] [INFO ] [sig       ] [2089/3576] Completed MMS in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:58.582843] [INFO ] [sig       ] [2090/3576] Forecasting MMSI...
[2025-12-17T20:26:58.582872] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-17T20:26:58.582902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-17T20:26:58.593989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-17T20:26:58.594283] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-17T20:26:58.595084] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-17T20:26:58.595136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:58.595167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:58.595194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:58.595251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:58.651546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:58.652175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:58.652254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:58.652287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:58.775142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:58.775290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:58.775330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:58.775390] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:58.778770] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-17T20:26:58.779070] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-17T20:26:58.779196] [INFO ] [sig       ] MMSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:58.922296] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MMSI.txt
[2025-12-17T20:26:58.922406] [INFO ] [sig       ] [2090/3576] Completed MMSI in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:58.922443] [INFO ] [sig       ] [2091/3576] Forecasting MNDO...
[2025-12-17T20:26:58.922472] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-17T20:26:58.922502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-17T20:26:58.933322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-17T20:26:58.933635] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-17T20:26:58.934383] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-17T20:26:58.934439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:58.934472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:58.934499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:58.934556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:58.990364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:58.990990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:58.991067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:58.991101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:59.101544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:59.101714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:59.101754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:59.101783] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:59.105217] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-17T20:26:59.105513] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-17T20:26:59.105664] [INFO ] [sig       ] MNDO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:59.247920] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNDO.txt
[2025-12-17T20:26:59.248035] [INFO ] [sig       ] [2091/3576] Completed MNDO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:59.248079] [INFO ] [sig       ] [2092/3576] Forecasting MNDY...
[2025-12-17T20:26:59.248108] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-17T20:26:59.248138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-17T20:26:59.259456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-17T20:26:59.259772] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-17T20:26:59.260519] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-17T20:26:59.260591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:59.260627] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:59.260655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:59.260713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:59.317074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:59.317707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:59.317783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:59.317816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:59.439980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:59.440120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:59.440159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:59.440190] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:59.443669] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-17T20:26:59.443942] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-17T20:26:59.444070] [INFO ] [sig       ] MNDY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:59.589042] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNDY.txt
[2025-12-17T20:26:59.589159] [INFO ] [sig       ] [2092/3576] Completed MNDY in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-17T20:26:59.589199] [INFO ] [sig       ] [2093/3576] Forecasting MNKD...
[2025-12-17T20:26:59.589228] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-17T20:26:59.589261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-17T20:26:59.600438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-17T20:26:59.600746] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-17T20:26:59.601486] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-17T20:26:59.601537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:59.601570] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:59.601621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:59.601678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:26:59.659416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:26:59.660066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:26:59.660144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:26:59.660177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:26:59.786367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:26:59.786535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:26:59.786597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:26:59.786629] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:26:59.790053] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-17T20:26:59.790323] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-17T20:26:59.790490] [INFO ] [sig       ] MNKD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:26:59.941447] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNKD.txt
[2025-12-17T20:26:59.941611] [INFO ] [sig       ] [2093/3576] Completed MNKD in 0.4s | 2.93 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-17T20:26:59.941653] [INFO ] [sig       ] [2094/3576] Forecasting MNMD...
[2025-12-17T20:26:59.941683] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-17T20:26:59.941715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-17T20:26:59.953463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-17T20:26:59.953770] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-17T20:26:59.954557] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-17T20:26:59.954626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:26:59.954659] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:26:59.954686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:26:59.954742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:00.011204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:00.011826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:00.011919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:00.011957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:00.131485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:00.131660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:00.131701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:00.131731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:00.135104] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-17T20:27:00.135375] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-17T20:27:00.135500] [INFO ] [sig       ] MNMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:00.278204] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNMD.txt
[2025-12-17T20:27:00.278329] [INFO ] [sig       ] [2094/3576] Completed MNMD in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-17T20:27:00.278367] [INFO ] [sig       ] [2095/3576] Forecasting MNRO...
[2025-12-17T20:27:00.278396] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-17T20:27:00.278430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-17T20:27:00.290152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-17T20:27:00.290452] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-17T20:27:00.291217] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-17T20:27:00.291270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:00.291302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:00.291328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:00.291384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:00.348494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:00.349255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:00.349337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:00.349374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:00.471762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:00.471920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:00.471983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:00.472020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:00.476759] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-17T20:27:00.477245] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-17T20:27:00.477442] [INFO ] [sig       ] MNRO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:00.681176] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNRO.txt
[2025-12-17T20:27:00.681306] [INFO ] [sig       ] [2095/3576] Completed MNRO in 0.4s | 2.93 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-17T20:27:00.681345] [INFO ] [sig       ] [2096/3576] Forecasting MNSO...
[2025-12-17T20:27:00.681373] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-17T20:27:00.681402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-17T20:27:00.692630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-17T20:27:00.692925] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-17T20:27:00.693684] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-17T20:27:00.693735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:00.693766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:00.693792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:00.693847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:00.750712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:00.751417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:00.751498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:00.751532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:00.873470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:00.873617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:00.873669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:00.873699] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:00.876960] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-17T20:27:00.877220] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-17T20:27:00.877340] [INFO ] [sig       ] MNSO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:01.017278] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MNSO.txt
[2025-12-17T20:27:01.017425] [INFO ] [sig       ] [2096/3576] Completed MNSO in 0.3s | 2.93 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-17T20:27:01.017466] [INFO ] [sig       ] [2097/3576] Forecasting MNTK...
[2025-12-17T20:27:01.017497] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-17T20:27:01.017527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-17T20:27:01.029160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-17T20:27:01.029555] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-17T20:27:01.030339] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-17T20:27:01.030392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:01.030423] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:01.030451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:01.030507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:01.086846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:01.087643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:01.087756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:01.087790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:01.202863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:01.203016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:01.203056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:01.203085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:01.206489] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2025-12-17T20:27:01.206785] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-17T20:27:01.206913] [INFO ] [sig       ] MNTK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:01.392941] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MNTK.txt
[2025-12-17T20:27:01.393174] [INFO ] [sig       ] [2097/3576] Completed MNTK in 0.4s | 2.93 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-17T20:27:01.393230] [INFO ] [sig       ] [2098/3576] Forecasting MNY...
[2025-12-17T20:27:01.393272] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-17T20:27:01.393316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-17T20:27:01.408126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-17T20:27:01.408598] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-17T20:27:01.409647] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-17T20:27:01.409713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:01.409747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:01.409775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:01.409832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:01.488803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:01.490099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:01.490227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:01.490285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:01.638301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:01.638501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:01.638565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:01.638644] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:01.644244] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2025-12-17T20:27:01.644843] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-17T20:27:01.645079] [INFO ] [sig       ] MNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:01.854373] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MNY.txt
[2025-12-17T20:27:01.854619] [INFO ] [sig       ] [2098/3576] Completed MNY in 0.5s | 2.93 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:01.854680] [INFO ] [sig       ] [2099/3576] Forecasting MOD...
[2025-12-17T20:27:01.854724] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-17T20:27:01.854767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-17T20:27:01.875969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-17T20:27:01.884788] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-17T20:27:01.886239] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-17T20:27:01.886309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:01.886389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:01.886427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:01.886486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:01.975928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:01.977061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:01.977172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:01.977211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:02.149336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:02.149540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:02.149640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:02.149687] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:02.154625] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-17T20:27:02.155148] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-17T20:27:02.155362] [INFO ] [sig       ] MOD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:02.372726] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MOD.txt
[2025-12-17T20:27:02.372941] [INFO ] [sig       ] [2099/3576] Completed MOD in 0.5s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:02.373001] [INFO ] [sig       ] [2100/3576] Forecasting MODG...
[2025-12-17T20:27:02.373048] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-17T20:27:02.373095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-17T20:27:02.386849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-17T20:27:02.387317] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-17T20:27:02.388301] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-17T20:27:02.388368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:02.388413] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:02.388444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:02.388524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:02.449880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:02.450819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:02.450911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:02.450944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:02.576938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:02.577099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:02.577139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:02.577171] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:02.580741] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-17T20:27:02.581062] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-17T20:27:02.581206] [INFO ] [sig       ] MODG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:02.740512] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MODG.txt
[2025-12-17T20:27:02.740792] [INFO ] [sig       ] [2100/3576] Completed MODG in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:02.740849] [INFO ] [sig       ] [2101/3576] Forecasting MODL...
[2025-12-17T20:27:02.740881] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-17T20:27:02.740913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-17T20:27:02.753564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-17T20:27:02.754091] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-17T20:27:02.755052] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-17T20:27:02.755107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:02.755140] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:02.755167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:02.755225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:02.817776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:02.818670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:02.818754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:02.818789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:02.957040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:02.957216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:02.957265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:02.957296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:02.961257] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=73.67%)
[2025-12-17T20:27:02.961555] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-17T20:27:02.961731] [INFO ] [sig       ] MODL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:03.110969] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MODL.txt
[2025-12-17T20:27:03.111135] [INFO ] [sig       ] [2101/3576] Completed MODL in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:03.111177] [INFO ] [sig       ] [2102/3576] Forecasting MOFG...
[2025-12-17T20:27:03.111209] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-17T20:27:03.111242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-17T20:27:03.122944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-17T20:27:03.123321] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-17T20:27:03.124135] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-17T20:27:03.124198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:03.124244] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:03.124284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:03.124363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:03.186436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:03.187478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:03.187601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:03.187651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:03.310360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:03.310534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:03.310609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:03.310643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:03.314069] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=40.18%)
[2025-12-17T20:27:03.314383] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-17T20:27:03.314535] [INFO ] [sig       ] MOFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:03.465678] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MOFG.txt
[2025-12-17T20:27:03.465861] [INFO ] [sig       ] [2102/3576] Completed MOFG in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:03.465921] [INFO ] [sig       ] [2103/3576] Forecasting MOGO...
[2025-12-17T20:27:03.465964] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-17T20:27:03.466001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-17T20:27:03.478421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-17T20:27:03.478836] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-17T20:27:03.479756] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-17T20:27:03.479809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:03.479841] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:03.479867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:03.479924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:03.541946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:03.542877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:03.542961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:03.543004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:03.666460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:03.666637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:03.666680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:03.666708] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:03.670431] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-17T20:27:03.670761] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-17T20:27:03.670918] [INFO ] [sig       ] MOGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:03.819920] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MOGO.txt
[2025-12-17T20:27:03.820077] [INFO ] [sig       ] [2103/3576] Completed MOGO in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:03.820119] [INFO ] [sig       ] [2104/3576] Forecasting MOH...
[2025-12-17T20:27:03.820149] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-17T20:27:03.820180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-17T20:27:03.832629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-17T20:27:03.832982] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-17T20:27:03.833822] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-17T20:27:03.833884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:03.833959] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:03.834004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:03.834076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:03.893855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:03.894723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:03.894805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:03.894839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:04.022351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:04.022510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:04.022560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:04.022614] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:04.026325] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-17T20:27:04.026675] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-17T20:27:04.026817] [INFO ] [sig       ] MOH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:04.176602] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MOH.txt
[2025-12-17T20:27:04.176742] [INFO ] [sig       ] [2104/3576] Completed MOH in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:04.176781] [INFO ] [sig       ] [2105/3576] Forecasting MOMO...
[2025-12-17T20:27:04.176809] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-17T20:27:04.176839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-17T20:27:04.188091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-17T20:27:04.188417] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-17T20:27:04.189226] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-17T20:27:04.189277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:04.189307] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:04.189332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:04.189387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:04.245107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:04.245969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:04.246057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:04.246088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:04.374520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:04.374705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:04.374747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:04.374776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:04.378296] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-17T20:27:04.378627] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-17T20:27:04.378777] [INFO ] [sig       ] MOMO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:04.528671] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MOMO.txt
[2025-12-17T20:27:04.528827] [INFO ] [sig       ] [2105/3576] Completed MOMO in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:04.528883] [INFO ] [sig       ] [2106/3576] Forecasting MORN...
[2025-12-17T20:27:04.528915] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-17T20:27:04.528946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-17T20:27:04.541055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-17T20:27:04.541408] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-17T20:27:04.542200] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-17T20:27:04.542253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:04.542286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:04.542313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:04.542369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:04.604950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:04.605846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:04.605932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:04.605964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:04.733774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:04.733932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:04.733975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:04.734027] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:04.737704] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=43.45%)
[2025-12-17T20:27:04.738044] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-17T20:27:04.738185] [INFO ] [sig       ] MORN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:04.877654] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MORN.txt
[2025-12-17T20:27:04.877795] [INFO ] [sig       ] [2106/3576] Completed MORN in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:04.877832] [INFO ] [sig       ] [2107/3576] Forecasting MOS...
[2025-12-17T20:27:04.877862] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-17T20:27:04.877893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-17T20:27:04.889660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-17T20:27:04.889995] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-17T20:27:04.890819] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-17T20:27:04.890871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:04.890903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:04.890930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:04.890987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:04.949732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:04.950569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:04.950690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:04.950723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:05.071860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:05.072013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:05.072052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:05.072114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:05.075525] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-17T20:27:05.075818] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-17T20:27:05.075946] [INFO ] [sig       ] MOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:05.214624] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MOS.txt
[2025-12-17T20:27:05.214773] [INFO ] [sig       ] [2107/3576] Completed MOS in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:05.214814] [INFO ] [sig       ] [2108/3576] Forecasting MP...
[2025-12-17T20:27:05.214844] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-17T20:27:05.214876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-17T20:27:05.226550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-17T20:27:05.226931] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-17T20:27:05.227742] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-17T20:27:05.227795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:05.227828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:05.227854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:05.227910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:05.289888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:05.290797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:05.290885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:05.290919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:05.416139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:05.416291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:05.416332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:05.416362] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:05.420106] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-17T20:27:05.420405] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-17T20:27:05.420562] [INFO ] [sig       ] MP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:05.568820] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MP.txt
[2025-12-17T20:27:05.568986] [INFO ] [sig       ] [2108/3576] Completed MP in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:05.569026] [INFO ] [sig       ] [2109/3576] Forecasting MPA...
[2025-12-17T20:27:05.569055] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-17T20:27:05.569086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-17T20:27:05.580844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-17T20:27:05.581218] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-17T20:27:05.582039] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-17T20:27:05.582093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:05.582125] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:05.582152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:05.582210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:05.644205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:05.645082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:05.645167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:05.645200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:05.755247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:05.755407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:05.755447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:05.755477] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:05.758844] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-17T20:27:05.759136] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-17T20:27:05.759263] [INFO ] [sig       ] MPA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:05.896198] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MPA.txt
[2025-12-17T20:27:05.896329] [INFO ] [sig       ] [2109/3576] Completed MPA in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:05.896368] [INFO ] [sig       ] [2110/3576] Forecasting MPAA...
[2025-12-17T20:27:05.896397] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-17T20:27:05.896426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-17T20:27:05.907849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-17T20:27:05.908171] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-17T20:27:05.908953] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-17T20:27:05.909004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:05.909035] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:05.909061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:05.909127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:05.963841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:05.964523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:05.964619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:05.964653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:06.081324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:06.081478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:06.081516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:06.081544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:06.084836] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=45.88%)
[2025-12-17T20:27:06.085105] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-17T20:27:06.085227] [INFO ] [sig       ] MPAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:06.228289] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MPAA.txt
[2025-12-17T20:27:06.228437] [INFO ] [sig       ] [2110/3576] Completed MPAA in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:06.228478] [INFO ] [sig       ] [2111/3576] Forecasting MPB...
[2025-12-17T20:27:06.228508] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-17T20:27:06.228538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-17T20:27:06.240786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-17T20:27:06.241159] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-17T20:27:06.242040] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-17T20:27:06.242104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:06.242144] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:06.242170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:06.242226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:06.302787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:06.303552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:06.303669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:06.303708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:06.429987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:06.430158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:06.430205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:06.430233] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:06.433771] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=25.29%)
[2025-12-17T20:27:06.434049] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-17T20:27:06.434178] [INFO ] [sig       ] MPB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:06.579235] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MPB.txt
[2025-12-17T20:27:06.579376] [INFO ] [sig       ] [2111/3576] Completed MPB in 0.4s | 2.92 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-17T20:27:06.579421] [INFO ] [sig       ] [2112/3576] Forecasting MPC...
[2025-12-17T20:27:06.579451] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-17T20:27:06.579481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-17T20:27:06.591948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-17T20:27:06.592283] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-17T20:27:06.593078] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-17T20:27:06.593143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:06.593177] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:06.593205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:06.593261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:06.653204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:06.654011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:06.654095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:06.654129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:06.779302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:06.779465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:06.779508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:06.779536] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:06.783146] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=78.72%)
[2025-12-17T20:27:06.783475] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-17T20:27:06.783648] [INFO ] [sig       ] MPC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:06.928898] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MPC.txt
[2025-12-17T20:27:06.929039] [INFO ] [sig       ] [2112/3576] Completed MPC in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-17T20:27:06.929080] [INFO ] [sig       ] [2113/3576] Forecasting MPX...
[2025-12-17T20:27:06.929111] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-17T20:27:06.929142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-17T20:27:06.940345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-17T20:27:06.940723] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-17T20:27:06.941597] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-17T20:27:06.941655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:06.941691] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:06.941717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:06.941773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:07.001733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:07.002662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:07.002765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:07.002815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:07.122215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:07.122369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:07.122409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:07.122438] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:07.126003] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=33.87%)
[2025-12-17T20:27:07.126318] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-17T20:27:07.126465] [INFO ] [sig       ] MPX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:07.274396] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MPX.txt
[2025-12-17T20:27:07.274537] [INFO ] [sig       ] [2113/3576] Completed MPX in 0.3s | 2.92 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-17T20:27:07.274607] [INFO ] [sig       ] [2114/3576] Forecasting MQ...
[2025-12-17T20:27:07.274648] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-17T20:27:07.274685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-17T20:27:07.286435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-17T20:27:07.286811] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-17T20:27:07.287719] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-17T20:27:07.287782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:07.287829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:07.287869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:07.287928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:07.348838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:07.349654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:07.349745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:07.349808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:07.475534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:07.475705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:07.475747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:07.475777] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:07.479379] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-17T20:27:07.479701] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-17T20:27:07.479835] [INFO ] [sig       ] MQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:07.627911] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MQ.txt
[2025-12-17T20:27:07.628050] [INFO ] [sig       ] [2114/3576] Completed MQ in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:07.628090] [INFO ] [sig       ] [2115/3576] Forecasting MQY...
[2025-12-17T20:27:07.628121] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-17T20:27:07.628153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-17T20:27:07.640547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-17T20:27:07.640930] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-17T20:27:07.641786] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-17T20:27:07.641840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:07.641872] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:07.641899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:07.641956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:07.702217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:07.702988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:07.703081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:07.703121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:07.827808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:07.827961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:07.828003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:07.828034] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:07.831560] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=41.64%)
[2025-12-17T20:27:07.831880] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-17T20:27:07.832012] [INFO ] [sig       ] MQY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:07.977335] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MQY.txt
[2025-12-17T20:27:07.977473] [INFO ] [sig       ] [2115/3576] Completed MQY in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:07.977518] [INFO ] [sig       ] [2116/3576] Forecasting MRAM...
[2025-12-17T20:27:07.977550] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-17T20:27:07.977610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-17T20:27:07.989484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-17T20:27:07.989831] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-17T20:27:07.990676] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-17T20:27:07.990736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:07.990769] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:07.990795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:07.990849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:08.052335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:08.053114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:08.053197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:08.053230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:08.176075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:08.176226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:08.176267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:08.176297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:08.179892] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-17T20:27:08.180185] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-17T20:27:08.180324] [INFO ] [sig       ] MRAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:08.328927] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRAM.txt
[2025-12-17T20:27:08.329083] [INFO ] [sig       ] [2116/3576] Completed MRAM in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:08.329123] [INFO ] [sig       ] [2117/3576] Forecasting MRBK...
[2025-12-17T20:27:08.329152] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-17T20:27:08.329182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-17T20:27:08.341040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-17T20:27:08.341360] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-17T20:27:08.342312] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-17T20:27:08.342376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:08.342420] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:08.342451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:08.342510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:08.403417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:08.404318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:08.404416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:08.404466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:08.526791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:08.526954] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:27:08.526996] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:08.527025] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:08.530650] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-17T20:27:08.530961] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-17T20:27:08.531090] [INFO ] [sig       ] MRBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:08.677780] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRBK.txt
[2025-12-17T20:27:08.677940] [INFO ] [sig       ] [2117/3576] Completed MRBK in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:08.677982] [INFO ] [sig       ] [2118/3576] Forecasting MRCC...
[2025-12-17T20:27:08.678012] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-17T20:27:08.678043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-17T20:27:08.690071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-17T20:27:08.690404] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-17T20:27:08.691280] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-17T20:27:08.691341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:08.691376] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:08.691404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:08.691461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:08.751153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:08.751925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:08.752007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:08.752039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:08.881848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:08.882011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:08.882051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:08.882080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:08.885640] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-17T20:27:08.885917] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-17T20:27:08.886045] [INFO ] [sig       ] MRCC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:09.030482] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRCC.txt
[2025-12-17T20:27:09.030635] [INFO ] [sig       ] [2118/3576] Completed MRCC in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:09.030678] [INFO ] [sig       ] [2119/3576] Forecasting MRCY...
[2025-12-17T20:27:09.030708] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-17T20:27:09.030737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-17T20:27:09.042800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-17T20:27:09.043141] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-17T20:27:09.043989] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-17T20:27:09.044042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:09.044074] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:09.044101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:09.044157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:09.103823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:09.104813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:09.104897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:09.104931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:09.244230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:09.244533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:09.244638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:09.244676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:09.248532] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-17T20:27:09.248837] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-17T20:27:09.249144] [INFO ] [sig       ] MRCY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:09.418219] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRCY.txt
[2025-12-17T20:27:09.418369] [INFO ] [sig       ] [2119/3576] Completed MRCY in 0.4s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:09.418410] [INFO ] [sig       ] [2120/3576] Forecasting MREO...
[2025-12-17T20:27:09.418439] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-17T20:27:09.418469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-17T20:27:09.431064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-17T20:27:09.431416] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-17T20:27:09.432182] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-17T20:27:09.432234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:09.432265] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:09.432292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:09.432347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:09.487337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:09.488198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:09.488282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:09.488314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:09.607808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:09.607960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:09.608000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:09.608028] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:09.611354] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=88.82%)
[2025-12-17T20:27:09.611661] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-17T20:27:09.611801] [INFO ] [sig       ] MREO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:09.749636] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MREO.txt
[2025-12-17T20:27:09.749766] [INFO ] [sig       ] [2120/3576] Completed MREO in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:09.749805] [INFO ] [sig       ] [2121/3576] Forecasting MRK...
[2025-12-17T20:27:09.749835] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-17T20:27:09.749865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-17T20:27:09.760951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-17T20:27:09.761249] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-17T20:27:09.762015] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-17T20:27:09.762066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:09.762123] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:09.762150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:09.762206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:09.817058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:09.817825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:09.817905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:09.817937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:09.940131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:09.940283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:09.940322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:09.940350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:09.943648] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=96.75%)
[2025-12-17T20:27:09.943933] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-17T20:27:09.944054] [INFO ] [sig       ] MRK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:10.079488] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRK.txt
[2025-12-17T20:27:10.079636] [INFO ] [sig       ] [2121/3576] Completed MRK in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:10.079678] [INFO ] [sig       ] [2122/3576] Forecasting MRM...
[2025-12-17T20:27:10.079707] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-17T20:27:10.079737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-17T20:27:10.090741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-17T20:27:10.091063] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-17T20:27:10.091841] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-17T20:27:10.091891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:10.091922] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:10.091949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:10.092004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:10.146646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:10.147356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:10.147436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:10.147467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:10.263649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:10.263801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:10.263841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:10.263869] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:10.267169] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-12-17T20:27:10.267438] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-17T20:27:10.267563] [INFO ] [sig       ] MRM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:10.404736] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRM.txt
[2025-12-17T20:27:10.404890] [INFO ] [sig       ] [2122/3576] Completed MRM in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:10.404929] [INFO ] [sig       ] [2123/3576] Forecasting MRNA...
[2025-12-17T20:27:10.404956] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-17T20:27:10.404987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-17T20:27:10.416143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-17T20:27:10.416494] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-17T20:27:10.417254] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-17T20:27:10.417304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:10.417349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:10.417377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:10.417432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:10.471685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:10.472381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:10.472461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:10.472492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:10.591310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:10.591463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:10.591505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:10.591535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:10.595015] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2025-12-17T20:27:10.595297] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-17T20:27:10.595431] [INFO ] [sig       ] MRNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:10.734508] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRNA.txt
[2025-12-17T20:27:10.734716] [INFO ] [sig       ] [2123/3576] Completed MRNA in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:10.734774] [INFO ] [sig       ] [2124/3576] Forecasting MRSN...
[2025-12-17T20:27:10.734815] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-17T20:27:10.734862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-17T20:27:10.746643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-17T20:27:10.747036] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-17T20:27:10.747839] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-17T20:27:10.747891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:10.747928] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:10.747966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:10.748034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:10.807036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:10.807923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:10.808007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:10.808040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:10.928394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:10.928546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:10.928602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:10.928661] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:10.932038] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-17T20:27:10.932305] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-17T20:27:10.932430] [INFO ] [sig       ] MRSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:11.069613] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRSN.txt
[2025-12-17T20:27:11.069742] [INFO ] [sig       ] [2124/3576] Completed MRSN in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:11.069781] [INFO ] [sig       ] [2125/3576] Forecasting MRTN...
[2025-12-17T20:27:11.069810] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-17T20:27:11.069840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-17T20:27:11.081197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-17T20:27:11.081514] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-17T20:27:11.082273] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-17T20:27:11.082325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:11.082356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:11.082381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:11.082437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:11.137052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:11.137723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:11.137812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:11.137850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:11.253656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:11.253803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:11.253841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:11.253871] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:11.257118] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-12-17T20:27:11.257383] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-17T20:27:11.257503] [INFO ] [sig       ] MRTN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:11.394767] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRTN.txt
[2025-12-17T20:27:11.394918] [INFO ] [sig       ] [2125/3576] Completed MRTN in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:11.394957] [INFO ] [sig       ] [2126/3576] Forecasting MRUS...
[2025-12-17T20:27:11.394987] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-17T20:27:11.395016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-17T20:27:11.406078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-17T20:27:11.406382] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-17T20:27:11.407138] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-17T20:27:11.407189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:11.407221] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:11.407248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:11.407304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:11.464013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:11.464702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:11.464799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:11.464832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:11.582727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:11.582878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:11.582917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:11.582947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:11.586270] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-17T20:27:11.586551] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-17T20:27:11.586715] [INFO ] [sig       ] MRUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:11.725883] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRUS.txt
[2025-12-17T20:27:11.726007] [INFO ] [sig       ] [2126/3576] Completed MRUS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:11.726052] [INFO ] [sig       ] [2127/3576] Forecasting MRVI...
[2025-12-17T20:27:11.726082] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-17T20:27:11.726113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-17T20:27:11.738076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-17T20:27:11.738439] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-17T20:27:11.739251] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-17T20:27:11.739304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:11.739336] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:11.739363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:11.739418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:11.796087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:11.796840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:11.796922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:11.796955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:11.920206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:11.920348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:11.920384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:11.920413] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:11.923775] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-17T20:27:11.924044] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-17T20:27:11.924167] [INFO ] [sig       ] MRVI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:12.062328] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRVI.txt
[2025-12-17T20:27:12.062444] [INFO ] [sig       ] [2127/3576] Completed MRVI in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:12.062481] [INFO ] [sig       ] [2128/3576] Forecasting MRVL...
[2025-12-17T20:27:12.062510] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-17T20:27:12.062539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-17T20:27:12.073227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-17T20:27:12.073501] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-17T20:27:12.074249] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-17T20:27:12.074300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:12.074331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:12.074358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:12.074413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:12.129116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:12.129806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:12.129885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:12.129917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:12.245179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:12.245334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:12.245374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:12.245401] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:12.248717] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-17T20:27:12.249003] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-17T20:27:12.249144] [INFO ] [sig       ] MRVL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:12.384843] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MRVL.txt
[2025-12-17T20:27:12.384967] [INFO ] [sig       ] [2128/3576] Completed MRVL in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-17T20:27:12.385006] [INFO ] [sig       ] [2129/3576] Forecasting MRX...
[2025-12-17T20:27:12.385035] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-17T20:27:12.385065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-17T20:27:12.396074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-17T20:27:12.396365] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-17T20:27:12.397126] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-17T20:27:12.397176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:12.397208] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:12.397234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:12.397289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:12.456724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:12.457560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:12.457658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:12.457692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:12.571372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:12.571512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:12.571552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:12.571598] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:12.574900] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-17T20:27:12.575160] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-17T20:27:12.575279] [INFO ] [sig       ] MRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:12.713213] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MRX.txt
[2025-12-17T20:27:12.713338] [INFO ] [sig       ] [2129/3576] Completed MRX in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-17T20:27:12.713375] [INFO ] [sig       ] [2130/3576] Forecasting MS...
[2025-12-17T20:27:12.713405] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-17T20:27:12.713434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-17T20:27:12.725146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-17T20:27:12.725432] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-17T20:27:12.726191] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-17T20:27:12.726241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:12.726272] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:12.726298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:12.726353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:12.781970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:12.782730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:12.782809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:12.782840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:12.905067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:12.905215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:12.905254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:12.905300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:12.908612] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-17T20:27:12.908899] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-17T20:27:12.909026] [INFO ] [sig       ] MS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:13.045636] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MS.txt
[2025-12-17T20:27:13.045771] [INFO ] [sig       ] [2130/3576] Completed MS in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-17T20:27:13.045810] [INFO ] [sig       ] [2131/3576] Forecasting MSA...
[2025-12-17T20:27:13.045838] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-17T20:27:13.045868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-17T20:27:13.057396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-17T20:27:13.057764] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-17T20:27:13.058528] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-17T20:27:13.058599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:13.058637] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:13.058666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:13.058728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:13.113619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:13.114467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:13.114549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:13.114632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:13.231917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:13.232068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:13.232108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:13.232136] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:13.235396] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-17T20:27:13.235680] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-17T20:27:13.235801] [INFO ] [sig       ] MSA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:13.374010] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSA.txt
[2025-12-17T20:27:13.374144] [INFO ] [sig       ] [2131/3576] Completed MSA in 0.3s | 2.92 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-17T20:27:13.374182] [INFO ] [sig       ] [2132/3576] Forecasting MSB...
[2025-12-17T20:27:13.374210] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-17T20:27:13.374240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-17T20:27:13.385359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-17T20:27:13.385687] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-17T20:27:13.386435] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-17T20:27:13.386487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:13.386519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:13.386546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:13.386627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:13.442366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:13.443009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:13.443087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:13.443133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:13.568074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:13.568217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:13.568257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:13.568286] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:13.571619] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-17T20:27:13.571914] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-17T20:27:13.572036] [INFO ] [sig       ] MSB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:13.711199] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSB.txt
[2025-12-17T20:27:13.711334] [INFO ] [sig       ] [2132/3576] Completed MSB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:13.711374] [INFO ] [sig       ] [2133/3576] Forecasting MSBI...
[2025-12-17T20:27:13.711403] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-17T20:27:13.711433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-17T20:27:13.722833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-17T20:27:13.723148] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-17T20:27:13.723903] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-17T20:27:13.723952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:13.723983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:13.724009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:13.724063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:13.779193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:13.779888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:13.779965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:13.779998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:13.902259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:13.902409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:13.902447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:13.902476] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:13.905791] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=68.88%)
[2025-12-17T20:27:13.906059] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-17T20:27:13.906179] [INFO ] [sig       ] MSBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:14.045818] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSBI.txt
[2025-12-17T20:27:14.045945] [INFO ] [sig       ] [2133/3576] Completed MSBI in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:14.045983] [INFO ] [sig       ] [2134/3576] Forecasting MSCI...
[2025-12-17T20:27:14.046011] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-17T20:27:14.046041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-17T20:27:14.056817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-17T20:27:14.057118] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-17T20:27:14.057906] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-17T20:27:14.057957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:14.057988] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:14.058027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:14.058084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:14.112901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:14.113560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:14.113660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:14.113692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:14.231491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:14.231660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:14.231701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:14.231731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:14.235080] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-17T20:27:14.235342] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-17T20:27:14.235464] [INFO ] [sig       ] MSCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:14.374586] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSCI.txt
[2025-12-17T20:27:14.374744] [INFO ] [sig       ] [2134/3576] Completed MSCI in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:14.374792] [INFO ] [sig       ] [2135/3576] Forecasting MSD...
[2025-12-17T20:27:14.374828] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-17T20:27:14.374864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-17T20:27:14.385514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-17T20:27:14.385865] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-17T20:27:14.386616] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-17T20:27:14.386665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:14.386699] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:14.386731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:14.386799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:14.442492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:14.443270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:14.443348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:14.443380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:14.571319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:14.571474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:14.571514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:14.571544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:14.575234] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-12-17T20:27:14.575557] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-17T20:27:14.575719] [INFO ] [sig       ] MSD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:14.719364] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSD.txt
[2025-12-17T20:27:14.719515] [INFO ] [sig       ] [2135/3576] Completed MSD in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:14.719553] [INFO ] [sig       ] [2136/3576] Forecasting MSEX...
[2025-12-17T20:27:14.719600] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-17T20:27:14.719632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-17T20:27:14.731350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-17T20:27:14.731734] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-17T20:27:14.732526] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-17T20:27:14.732596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:14.732631] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:14.732660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:14.732729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:14.792211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:14.793039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:14.793118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:14.793150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:14.909764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:14.909914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:14.909951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:14.909980] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:14.913263] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=51.44%)
[2025-12-17T20:27:14.913527] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-17T20:27:14.913665] [INFO ] [sig       ] MSEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:15.051455] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSEX.txt
[2025-12-17T20:27:15.051612] [INFO ] [sig       ] [2136/3576] Completed MSEX in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:15.051655] [INFO ] [sig       ] [2137/3576] Forecasting MSFD...
[2025-12-17T20:27:15.051683] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-17T20:27:15.051713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-17T20:27:15.062718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-17T20:27:15.063045] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-17T20:27:15.063810] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-17T20:27:15.063861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:15.063893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:15.063920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:15.063975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:15.119052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:15.119782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:15.119876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:15.119911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:15.235971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:15.236119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:15.236158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:15.236186] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:15.239506] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-17T20:27:15.239811] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-17T20:27:15.239974] [INFO ] [sig       ] MSFD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:15.377128] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSFD.txt
[2025-12-17T20:27:15.377258] [INFO ] [sig       ] [2137/3576] Completed MSFD in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:15.377295] [INFO ] [sig       ] [2138/3576] Forecasting MSFL...
[2025-12-17T20:27:15.377324] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-17T20:27:15.377360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-17T20:27:15.388811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-17T20:27:15.389160] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-17T20:27:15.389982] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-17T20:27:15.390034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:15.390093] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:15.390120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:15.390178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:15.450826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:15.451675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:15.451758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:15.451796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:15.581331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:15.581476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:15.581515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:15.581544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:15.585135] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-17T20:27:15.585426] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-17T20:27:15.585558] [INFO ] [sig       ] MSFL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:15.724619] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSFL.txt
[2025-12-17T20:27:15.724757] [INFO ] [sig       ] [2138/3576] Completed MSFL in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:15.724805] [INFO ] [sig       ] [2139/3576] Forecasting MSGE...
[2025-12-17T20:27:15.724841] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-17T20:27:15.724877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-17T20:27:15.736112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-17T20:27:15.736449] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-17T20:27:15.737308] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-17T20:27:15.737361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:15.737393] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:15.737421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:15.737477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:15.794744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:15.795441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:15.795521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:15.795555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:15.914689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:15.914832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:15.914870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:15.914897] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:15.918195] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-12-17T20:27:15.918460] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-17T20:27:15.918600] [INFO ] [sig       ] MSGE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:16.055643] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSGE.txt
[2025-12-17T20:27:16.055785] [INFO ] [sig       ] [2139/3576] Completed MSGE in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:16.055826] [INFO ] [sig       ] [2140/3576] Forecasting MSGM...
[2025-12-17T20:27:16.055854] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-17T20:27:16.055885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-17T20:27:16.067230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-17T20:27:16.067587] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-17T20:27:16.068333] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-17T20:27:16.068383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:16.068415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:16.068441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:16.068496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:16.123802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:16.124398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:16.124476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:16.124507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:16.235384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:16.235507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:16.235545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:16.235590] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:16.238883] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-17T20:27:16.239156] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-17T20:27:16.239279] [INFO ] [sig       ] MSGM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:16.377110] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSGM.txt
[2025-12-17T20:27:16.377225] [INFO ] [sig       ] [2140/3576] Completed MSGM in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:16.377263] [INFO ] [sig       ] [2141/3576] Forecasting MSGS...
[2025-12-17T20:27:16.377290] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-17T20:27:16.377319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-17T20:27:16.388673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-17T20:27:16.388973] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-17T20:27:16.389764] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-17T20:27:16.389820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:16.389858] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:16.389889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:16.389955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:16.446443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:16.447352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:16.447435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:16.447467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:16.566455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:16.566619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:16.566659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:16.566716] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:16.570082] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-17T20:27:16.570352] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-17T20:27:16.570475] [INFO ] [sig       ] MSGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:16.707737] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MSGS.txt
[2025-12-17T20:27:16.707847] [INFO ] [sig       ] [2141/3576] Completed MSGS in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:16.707885] [INFO ] [sig       ] [2142/3576] Forecasting MSI...
[2025-12-17T20:27:16.707914] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-17T20:27:16.707944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-17T20:27:16.718935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-17T20:27:16.719210] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-17T20:27:16.720002] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-17T20:27:16.720053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:16.720086] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:16.720113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:16.720169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:16.775539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:16.776154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:16.776230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:16.776260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:16.894731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:16.894869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:16.894918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:16.894953] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:16.898274] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-17T20:27:16.898542] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-17T20:27:16.898685] [INFO ] [sig       ] MSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:17.038408] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSI.txt
[2025-12-17T20:27:17.038555] [INFO ] [sig       ] [2142/3576] Completed MSI in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:17.038615] [INFO ] [sig       ] [2143/3576] Forecasting MSM...
[2025-12-17T20:27:17.038646] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-17T20:27:17.038677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-17T20:27:17.050327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-17T20:27:17.050705] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-17T20:27:17.051527] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-17T20:27:17.051602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:17.051638] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:17.051666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:17.051722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:17.109320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:17.110204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:17.110285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:17.110319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:17.228379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:17.228531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:17.228586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:17.228619] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:17.232096] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-17T20:27:17.232365] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-17T20:27:17.232489] [INFO ] [sig       ] MSM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:17.370242] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSM.txt
[2025-12-17T20:27:17.370369] [INFO ] [sig       ] [2143/3576] Completed MSM in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:17.370407] [INFO ] [sig       ] [2144/3576] Forecasting MSTX...
[2025-12-17T20:27:17.370437] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-17T20:27:17.370468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-17T20:27:17.381626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-17T20:27:17.381938] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-17T20:27:17.382706] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-17T20:27:17.382756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:17.382787] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:17.382814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:17.382868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:17.438136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:17.438949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:17.439030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:17.439062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:17.559816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:17.559971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:17.560017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:17.560044] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:17.563360] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=7.36%)
[2025-12-17T20:27:17.563641] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-17T20:27:17.563763] [INFO ] [sig       ] MSTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:17.701888] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MSTX.txt
[2025-12-17T20:27:17.702014] [INFO ] [sig       ] [2144/3576] Completed MSTX in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:17.702052] [INFO ] [sig       ] [2145/3576] Forecasting MTB...
[2025-12-17T20:27:17.702081] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-17T20:27:17.702111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-17T20:27:17.713598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-17T20:27:17.713877] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-17T20:27:17.714632] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-17T20:27:17.714682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:17.714713] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:17.714740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:17.714800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:17.769603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:17.770219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:17.770295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:17.770326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:17.892927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:17.893062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:17.893101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:17.893128] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:17.896395] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-17T20:27:17.896679] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-17T20:27:17.896801] [INFO ] [sig       ] MTB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:18.032677] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTB.txt
[2025-12-17T20:27:18.032831] [INFO ] [sig       ] [2145/3576] Completed MTB in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-17T20:27:18.032871] [INFO ] [sig       ] [2146/3576] Forecasting MTCH...
[2025-12-17T20:27:18.032901] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-17T20:27:18.032931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-17T20:27:18.044237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-17T20:27:18.044634] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-17T20:27:18.045376] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-17T20:27:18.045427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:18.045459] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:18.045485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:18.045539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:18.100241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:18.101098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:18.101177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:18.101209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:18.219895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:18.220019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:18.220055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:18.220082] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:18.223246] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-17T20:27:18.223506] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-17T20:27:18.223643] [INFO ] [sig       ] MTCH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:18.361398] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTCH.txt
[2025-12-17T20:27:18.361517] [INFO ] [sig       ] [2146/3576] Completed MTCH in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-17T20:27:18.361555] [INFO ] [sig       ] [2147/3576] Forecasting MTD...
[2025-12-17T20:27:18.361603] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-17T20:27:18.361635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-17T20:27:18.373283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-17T20:27:18.373588] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-17T20:27:18.374334] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-17T20:27:18.374395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:18.374426] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:18.374452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:18.374506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:18.430066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:18.430884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:18.430963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:18.430995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:18.552981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:18.553134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:18.553172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:18.553201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:18.556531] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-17T20:27:18.556815] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-17T20:27:18.556962] [INFO ] [sig       ] MTD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:18.694642] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MTD.txt
[2025-12-17T20:27:18.694762] [INFO ] [sig       ] [2147/3576] Completed MTD in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-17T20:27:18.694799] [INFO ] [sig       ] [2148/3576] Forecasting MTG...
[2025-12-17T20:27:18.694828] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-17T20:27:18.694860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-17T20:27:18.706166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-17T20:27:18.706440] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-17T20:27:18.707230] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-17T20:27:18.707280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:18.707311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:18.707337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:18.707391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:18.762477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:18.763185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:18.763288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:18.763321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:18.880476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:18.880647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:18.880689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:18.880719] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:18.884006] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-17T20:27:18.884271] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-17T20:27:18.884391] [INFO ] [sig       ] MTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:19.021716] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MTG.txt
[2025-12-17T20:27:19.021837] [INFO ] [sig       ] [2148/3576] Completed MTG in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-17T20:27:19.021874] [INFO ] [sig       ] [2149/3576] Forecasting MTH...
[2025-12-17T20:27:19.021905] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-17T20:27:19.021935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-17T20:27:19.033158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-17T20:27:19.033441] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-17T20:27:19.034189] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-17T20:27:19.034240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:19.034270] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:19.034297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:19.034352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:19.089623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:19.090456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:19.090538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:19.090591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:19.208783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:19.208961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:19.209003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:19.209032] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:19.212356] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-17T20:27:19.212638] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-17T20:27:19.212771] [INFO ] [sig       ] MTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:19.348227] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTH.txt
[2025-12-17T20:27:19.348363] [INFO ] [sig       ] [2149/3576] Completed MTH in 0.3s | 2.92 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-17T20:27:19.348402] [INFO ] [sig       ] [2150/3576] Forecasting MTLS...
[2025-12-17T20:27:19.348429] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-17T20:27:19.348458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-17T20:27:19.360007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-17T20:27:19.360338] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-17T20:27:19.361097] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-17T20:27:19.361147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:19.361178] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:19.361204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:19.361259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:19.415086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:19.415751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:19.415832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:19.415864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:19.533180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:19.533337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:19.533376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:19.533403] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:19.536712] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2025-12-17T20:27:19.536986] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-17T20:27:19.537110] [INFO ] [sig       ] MTLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:19.673889] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTLS.txt
[2025-12-17T20:27:19.674028] [INFO ] [sig       ] [2150/3576] Completed MTLS in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:19.674073] [INFO ] [sig       ] [2151/3576] Forecasting MTN...
[2025-12-17T20:27:19.674106] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-17T20:27:19.674136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-17T20:27:19.685825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-17T20:27:19.686142] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-17T20:27:19.686899] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-17T20:27:19.686949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:19.686979] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:19.687005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:19.687059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:19.744321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:19.745208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:19.745297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:19.745329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:19.865633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:19.865786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:19.865827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:19.865857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:19.869217] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=82.85%)
[2025-12-17T20:27:19.869485] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-17T20:27:19.869625] [INFO ] [sig       ] MTN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:20.006304] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MTN.txt
[2025-12-17T20:27:20.006458] [INFO ] [sig       ] [2151/3576] Completed MTN in 0.3s | 2.92 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:20.006498] [INFO ] [sig       ] [2152/3576] Forecasting MTRN...
[2025-12-17T20:27:20.006527] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-17T20:27:20.006558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-17T20:27:20.017378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-17T20:27:20.017686] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-17T20:27:20.018414] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-17T20:27:20.018465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:20.018497] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:20.018523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:20.018604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:20.072817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:20.073461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:20.073537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:20.073568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:20.192663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:20.192814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:20.192853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:20.192882] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:20.196131] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-17T20:27:20.196394] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-17T20:27:20.196530] [INFO ] [sig       ] MTRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:20.333676] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MTRN.txt
[2025-12-17T20:27:20.333802] [INFO ] [sig       ] [2152/3576] Completed MTRN in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:20.333840] [INFO ] [sig       ] [2153/3576] Forecasting MTRX...
[2025-12-17T20:27:20.333869] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-17T20:27:20.333898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-17T20:27:20.345380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-17T20:27:20.345691] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-17T20:27:20.346415] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-17T20:27:20.346465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:20.346496] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:20.346523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:20.346599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:20.401389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:20.402098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:20.402177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:20.402211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:20.521524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:20.521691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:20.521732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:20.521761] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:20.525064] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-17T20:27:20.525325] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-17T20:27:20.525447] [INFO ] [sig       ] MTRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:20.662622] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTRX.txt
[2025-12-17T20:27:20.662756] [INFO ] [sig       ] [2153/3576] Completed MTRX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:20.662795] [INFO ] [sig       ] [2154/3576] Forecasting MTSI...
[2025-12-17T20:27:20.662826] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-17T20:27:20.662857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-17T20:27:20.674310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-17T20:27:20.674640] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-17T20:27:20.675426] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-17T20:27:20.675479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:20.675512] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:20.675540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:20.675621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:20.730725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:20.731493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:20.731591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:20.731627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:20.852305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:20.852465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:20.852527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:20.852558] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:20.856206] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-17T20:27:20.856522] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-17T20:27:20.856682] [INFO ] [sig       ] MTSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:20.998338] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MTSI.txt
[2025-12-17T20:27:20.998475] [INFO ] [sig       ] [2154/3576] Completed MTSI in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:20.998514] [INFO ] [sig       ] [2155/3576] Forecasting MTX...
[2025-12-17T20:27:20.998544] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-17T20:27:20.998591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-17T20:27:21.009850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-17T20:27:21.010136] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-17T20:27:21.010886] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-17T20:27:21.010937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:21.010993] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:21.011021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:21.011077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:21.064958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:21.065605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:21.065680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:21.065712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:21.180155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:21.180304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:21.180343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:21.180370] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:21.183654] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-17T20:27:21.183918] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-17T20:27:21.184038] [INFO ] [sig       ] MTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:21.320079] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTX.txt
[2025-12-17T20:27:21.320207] [INFO ] [sig       ] [2155/3576] Completed MTX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:21.320246] [INFO ] [sig       ] [2156/3576] Forecasting MTZ...
[2025-12-17T20:27:21.320276] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-17T20:27:21.320306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-17T20:27:21.331406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-17T20:27:21.331709] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-17T20:27:21.332434] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-17T20:27:21.332484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:21.332514] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:21.332540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:21.332614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:21.388320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:21.389019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:21.389097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:21.389131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:21.516125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:21.516280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:21.516321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:21.516350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:21.519781] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-17T20:27:21.520136] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-17T20:27:21.520273] [INFO ] [sig       ] MTZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:21.658500] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MTZ.txt
[2025-12-17T20:27:21.658655] [INFO ] [sig       ] [2156/3576] Completed MTZ in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:21.658696] [INFO ] [sig       ] [2157/3576] Forecasting MUA...
[2025-12-17T20:27:21.658725] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-17T20:27:21.658755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-17T20:27:21.676678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-17T20:27:21.677147] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-17T20:27:21.677936] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-17T20:27:21.677992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:21.678024] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:21.678049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:21.678104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:21.733237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:21.734083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:21.734165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:21.734196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:21.856167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:21.856318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:21.856358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:21.856387] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:21.859757] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-17T20:27:21.860027] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-17T20:27:21.860156] [INFO ] [sig       ] MUA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:21.999532] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MUA.txt
[2025-12-17T20:27:21.999705] [INFO ] [sig       ] [2157/3576] Completed MUA in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:21.999746] [INFO ] [sig       ] [2158/3576] Forecasting MUC...
[2025-12-17T20:27:21.999776] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-17T20:27:21.999808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-17T20:27:22.011860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-17T20:27:22.012224] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-17T20:27:22.013007] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-17T20:27:22.013059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:22.013103] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:22.013132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:22.013188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:22.069483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:22.070162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:22.070242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:22.070275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:22.191017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:22.191172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:22.191213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:22.191274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:22.194653] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-17T20:27:22.194943] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-17T20:27:22.195072] [INFO ] [sig       ] MUC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:22.334985] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MUC.txt
[2025-12-17T20:27:22.335135] [INFO ] [sig       ] [2158/3576] Completed MUC in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:22.335176] [INFO ] [sig       ] [2159/3576] Forecasting MUE...
[2025-12-17T20:27:22.335205] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-17T20:27:22.335235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-17T20:27:22.346756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-17T20:27:22.347098] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-17T20:27:22.347867] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-17T20:27:22.347919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:22.347954] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:22.347979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:22.348034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:22.403068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:22.403816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:22.403896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:22.403931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:22.518975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:22.519137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:22.519180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:22.519208] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:22.522517] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-17T20:27:22.522804] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-17T20:27:22.522928] [INFO ] [sig       ] MUE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:22.660810] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MUE.txt
[2025-12-17T20:27:22.660972] [INFO ] [sig       ] [2159/3576] Completed MUE in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:22.661020] [INFO ] [sig       ] [2160/3576] Forecasting MUFG...
[2025-12-17T20:27:22.661056] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-17T20:27:22.661090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-17T20:27:22.672418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-17T20:27:22.672782] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-17T20:27:22.673544] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-17T20:27:22.673614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:22.673646] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:22.673672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:22.673728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:22.728895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:22.729629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:22.729709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:22.729742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:22.851978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:22.852138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:22.852178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:22.852207] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:22.855528] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-17T20:27:22.855842] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-17T20:27:22.855971] [INFO ] [sig       ] MUFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:22.996245] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MUFG.txt
[2025-12-17T20:27:22.996384] [INFO ] [sig       ] [2160/3576] Completed MUFG in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:22.996423] [INFO ] [sig       ] [2161/3576] Forecasting MUJ...
[2025-12-17T20:27:22.996452] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-17T20:27:22.996482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-17T20:27:23.007643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-17T20:27:23.007922] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-17T20:27:23.008676] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-17T20:27:23.008726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:23.008757] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:23.008783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:23.008838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:23.062882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:23.063458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:23.063535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:23.063566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:23.187462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:23.187633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:23.187673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:23.187700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:23.191035] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-17T20:27:23.191331] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-17T20:27:23.191459] [INFO ] [sig       ] MUJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:23.331324] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MUJ.txt
[2025-12-17T20:27:23.331477] [INFO ] [sig       ] [2161/3576] Completed MUJ in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:23.331516] [INFO ] [sig       ] [2162/3576] Forecasting MUSA...
[2025-12-17T20:27:23.331553] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-17T20:27:23.331604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-17T20:27:23.343594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-17T20:27:23.343999] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-17T20:27:23.344793] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-17T20:27:23.344845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:23.344878] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:23.344907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:23.344975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:23.400818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:23.401734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:23.401821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:23.401854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:23.524423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:23.524592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:23.524635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:23.524662] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:23.528003] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=69.07%)
[2025-12-17T20:27:23.528266] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-17T20:27:23.528388] [INFO ] [sig       ] MUSA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:23.666777] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MUSA.txt
[2025-12-17T20:27:23.666908] [INFO ] [sig       ] [2162/3576] Completed MUSA in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:23.666956] [INFO ] [sig       ] [2163/3576] Forecasting MUX...
[2025-12-17T20:27:23.666991] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-17T20:27:23.667027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-17T20:27:23.678818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-17T20:27:23.679224] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-17T20:27:23.680026] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-17T20:27:23.680106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:23.680157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:23.680187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:23.680244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:23.740622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:23.741518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:23.741630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:23.741665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:23.869710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:23.869859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:23.869898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:23.869927] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:23.873256] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-17T20:27:23.873519] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-17T20:27:23.873659] [INFO ] [sig       ] MUX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:24.013364] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MUX.txt
[2025-12-17T20:27:24.013520] [INFO ] [sig       ] [2163/3576] Completed MUX in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-17T20:27:24.013560] [INFO ] [sig       ] [2164/3576] Forecasting MVBF...
[2025-12-17T20:27:24.013613] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-17T20:27:24.013645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-17T20:27:24.025507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-17T20:27:24.025810] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-17T20:27:24.026568] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-17T20:27:24.026637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:24.026670] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:24.026697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:24.026753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:24.092121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:24.093178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:24.093278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:24.093314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:24.223640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:24.223796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:24.223836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:24.223866] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:24.227611] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-17T20:27:24.227916] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-17T20:27:24.228055] [INFO ] [sig       ] MVBF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:24.370514] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MVBF.txt
[2025-12-17T20:27:24.370682] [INFO ] [sig       ] [2164/3576] Completed MVBF in 0.4s | 2.93 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-17T20:27:24.370722] [INFO ] [sig       ] [2165/3576] Forecasting MVF...
[2025-12-17T20:27:24.370754] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-17T20:27:24.370784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-17T20:27:24.382250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-17T20:27:24.382638] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-17T20:27:24.383422] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-17T20:27:24.383472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:24.383503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:24.383529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:24.383608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:24.442712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:24.443623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:24.443760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:24.443795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:24.563477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:24.563649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:24.563690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:24.563735] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:24.567216] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=38.13%)
[2025-12-17T20:27:24.567504] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-17T20:27:24.567654] [INFO ] [sig       ] MVF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:24.709913] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MVF.txt
[2025-12-17T20:27:24.710089] [INFO ] [sig       ] [2165/3576] Completed MVF in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-17T20:27:24.710137] [INFO ] [sig       ] [2166/3576] Forecasting MVO...
[2025-12-17T20:27:24.710170] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-17T20:27:24.710201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-17T20:27:24.721911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-17T20:27:24.722301] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-17T20:27:24.723130] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-17T20:27:24.723181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:24.723212] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:24.723239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:24.723294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:24.779224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:24.780161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:24.780244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:24.780276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:24.900665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:24.900821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:24.900863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:24.900892] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:24.904430] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=44.05%)
[2025-12-17T20:27:24.904781] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-17T20:27:24.904915] [INFO ] [sig       ] MVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:25.051242] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MVO.txt
[2025-12-17T20:27:25.051403] [INFO ] [sig       ] [2166/3576] Completed MVO in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-17T20:27:25.051475] [INFO ] [sig       ] [2167/3576] Forecasting MWA...
[2025-12-17T20:27:25.051519] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-17T20:27:25.051558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-17T20:27:25.064044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-17T20:27:25.064468] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-17T20:27:25.065358] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-17T20:27:25.065413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:25.065446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:25.065474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:25.065531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:25.121709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:25.122553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:25.122658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:25.122692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:25.246634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:25.246789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:25.246830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:25.246860] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:25.250335] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-17T20:27:25.250632] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-17T20:27:25.250763] [INFO ] [sig       ] MWA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:25.397327] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MWA.txt
[2025-12-17T20:27:25.397470] [INFO ] [sig       ] [2167/3576] Completed MWA in 0.3s | 2.93 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-17T20:27:25.397513] [INFO ] [sig       ] [2168/3576] Forecasting MX...
[2025-12-17T20:27:25.397544] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-17T20:27:25.397595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-17T20:27:25.411236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-17T20:27:25.411625] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-17T20:27:25.412459] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-17T20:27:25.412519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:25.412561] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:25.412609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:25.412668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:25.472796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:25.473639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:25.473726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:25.473759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:25.600528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:25.600716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:25.600775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:25.600807] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:25.604486] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-17T20:27:25.604816] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-17T20:27:25.604958] [INFO ] [sig       ] MX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:25.748638] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MX.txt
[2025-12-17T20:27:25.748817] [INFO ] [sig       ] [2168/3576] Completed MX in 0.4s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:25.748877] [INFO ] [sig       ] [2169/3576] Forecasting MXF...
[2025-12-17T20:27:25.748910] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-17T20:27:25.748940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-17T20:27:25.760626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-17T20:27:25.760939] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-17T20:27:25.761705] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-17T20:27:25.761756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:25.761788] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:25.761814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:25.761881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:25.817962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:25.818675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:25.818755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:25.818788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:25.936567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:25.936737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:25.936775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:25.936804] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:25.940197] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-17T20:27:25.940465] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-17T20:27:25.940613] [INFO ] [sig       ] MXF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:26.079031] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MXF.txt
[2025-12-17T20:27:26.079158] [INFO ] [sig       ] [2169/3576] Completed MXF in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:26.079195] [INFO ] [sig       ] [2170/3576] Forecasting MXL...
[2025-12-17T20:27:26.079225] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-17T20:27:26.079254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-17T20:27:26.092042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-17T20:27:26.092389] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-17T20:27:26.093192] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-17T20:27:26.093243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:26.093275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:26.093301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:26.093356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:26.149068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:26.149756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:26.149834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:26.149866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:26.269163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:26.269322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:26.269361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:26.269389] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:26.272740] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-17T20:27:26.273004] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-17T20:27:26.273128] [INFO ] [sig       ] MXL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:26.411413] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MXL.txt
[2025-12-17T20:27:26.411546] [INFO ] [sig       ] [2170/3576] Completed MXL in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:26.411602] [INFO ] [sig       ] [2171/3576] Forecasting MYE...
[2025-12-17T20:27:26.411634] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-17T20:27:26.411663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-17T20:27:26.423561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-17T20:27:26.423905] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-17T20:27:26.424694] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-17T20:27:26.424756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:26.424789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:26.424816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:26.424872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:26.482404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:26.483102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:26.483183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:26.483216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:26.606629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:26.606786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:26.606832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:26.606875] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:26.610294] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=59.39%)
[2025-12-17T20:27:26.610565] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-17T20:27:26.610711] [INFO ] [sig       ] MYE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:26.751378] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MYE.txt
[2025-12-17T20:27:26.751514] [INFO ] [sig       ] [2171/3576] Completed MYE in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:26.751555] [INFO ] [sig       ] [2172/3576] Forecasting MYGN...
[2025-12-17T20:27:26.751604] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-17T20:27:26.751638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-17T20:27:26.763001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-17T20:27:26.763319] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-17T20:27:26.764109] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-17T20:27:26.764160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:26.764219] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:26.764249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:26.764305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:26.821133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:26.821888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:26.821969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:26.822002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:26.943696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:26.943856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:26.943898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:26.943927] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:26.947478] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-12-17T20:27:26.947824] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-17T20:27:26.947964] [INFO ] [sig       ] MYGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:27.086502] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MYGN.txt
[2025-12-17T20:27:27.086654] [INFO ] [sig       ] [2172/3576] Completed MYGN in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:27.086696] [INFO ] [sig       ] [2173/3576] Forecasting MYI...
[2025-12-17T20:27:27.086726] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-17T20:27:27.086757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-17T20:27:27.098871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-17T20:27:27.099280] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-17T20:27:27.100106] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-17T20:27:27.100161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:27.100193] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:27.100220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:27.100278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:27.156355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:27.157222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:27.157303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:27.157335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:27.276395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:27.276545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:27.276601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:27.276633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:27.279972] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=54.38%)
[2025-12-17T20:27:27.280297] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-17T20:27:27.280425] [INFO ] [sig       ] MYI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:27.425350] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/MYI.txt
[2025-12-17T20:27:27.425519] [INFO ] [sig       ] [2173/3576] Completed MYI in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:27.425560] [INFO ] [sig       ] [2174/3576] Forecasting MYN...
[2025-12-17T20:27:27.425610] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-17T20:27:27.425642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-17T20:27:27.437640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-17T20:27:27.438005] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-17T20:27:27.438810] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-17T20:27:27.438888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:27.438922] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:27.438949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:27.439007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:27.494986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:27.495855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:27.495937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:27.495969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:27.612530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:27.612704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:27.612746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:27.612774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:27.616096] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-17T20:27:27.616360] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-17T20:27:27.616481] [INFO ] [sig       ] MYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:27.756066] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MYN.txt
[2025-12-17T20:27:27.756215] [INFO ] [sig       ] [2174/3576] Completed MYN in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:27.756260] [INFO ] [sig       ] [2175/3576] Forecasting MYRG...
[2025-12-17T20:27:27.756292] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-17T20:27:27.756323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-17T20:27:27.768422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-17T20:27:27.768725] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-17T20:27:27.769474] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-17T20:27:27.769523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:27.769553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:27.769597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:27.769654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:27.825548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:27.826387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:27.826468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:27.826500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:27.943065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:27.943223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:27.943264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:27.943329] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:27.946652] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=42.59%)
[2025-12-17T20:27:27.946921] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-17T20:27:27.947044] [INFO ] [sig       ] MYRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:28.089646] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/MYRG.txt
[2025-12-17T20:27:28.089801] [INFO ] [sig       ] [2175/3576] Completed MYRG in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:28.089840] [INFO ] [sig       ] [2176/3576] Forecasting NA...
[2025-12-17T20:27:28.089870] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-17T20:27:28.089900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-17T20:27:28.101055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-17T20:27:28.101387] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-17T20:27:28.102145] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-17T20:27:28.102196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:28.102227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:28.102254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:28.102309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:28.158959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:28.159738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:28.159815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:28.159847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:28.281954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:28.282117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:28.282155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:28.282182] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:28.285447] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-17T20:27:28.285746] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-17T20:27:28.285869] [INFO ] [sig       ] NA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:28.423648] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NA.txt
[2025-12-17T20:27:28.423781] [INFO ] [sig       ] [2176/3576] Completed NA in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:28.423820] [INFO ] [sig       ] [2177/3576] Forecasting NAAS...
[2025-12-17T20:27:28.423848] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-17T20:27:28.423879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-17T20:27:28.435200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-17T20:27:28.435539] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-17T20:27:28.436294] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-17T20:27:28.436344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:28.436375] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:28.436401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:28.436457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:28.492613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:28.493343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:28.493423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:28.493455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:28.610835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:28.610987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:28.611024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:28.611053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:28.614402] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2025-12-17T20:27:28.614696] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-17T20:27:28.614823] [INFO ] [sig       ] NAAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:28.757771] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NAAS.txt
[2025-12-17T20:27:28.757920] [INFO ] [sig       ] [2177/3576] Completed NAAS in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:28.757960] [INFO ] [sig       ] [2178/3576] Forecasting NABL...
[2025-12-17T20:27:28.757991] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-17T20:27:28.758022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-17T20:27:28.770211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-17T20:27:28.770532] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-17T20:27:28.771329] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-17T20:27:28.771380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:28.771411] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:28.771438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:28.771493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:28.827638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:28.828314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:28.828390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:28.828422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:28.946236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:28.946389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:28.946449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:28.946480] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:28.949881] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-17T20:27:28.950173] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-17T20:27:28.950313] [INFO ] [sig       ] NABL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:29.089926] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NABL.txt
[2025-12-17T20:27:29.090062] [INFO ] [sig       ] [2178/3576] Completed NABL in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:29.090103] [INFO ] [sig       ] [2179/3576] Forecasting NAC...
[2025-12-17T20:27:29.090132] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-17T20:27:29.090165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-17T20:27:29.102053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-17T20:27:29.102333] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-17T20:27:29.103088] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-17T20:27:29.103149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:29.103189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:29.103221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:29.103285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:29.159791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:29.160525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:29.160621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:29.160655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:29.280433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:29.280606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:29.280647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:29.280675] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:29.283931] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-17T20:27:29.284194] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-17T20:27:29.284314] [INFO ] [sig       ] NAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:29.422320] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NAC.txt
[2025-12-17T20:27:29.422446] [INFO ] [sig       ] [2179/3576] Completed NAC in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:29.422485] [INFO ] [sig       ] [2180/3576] Forecasting NAD...
[2025-12-17T20:27:29.422514] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-17T20:27:29.422543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-17T20:27:29.434799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-17T20:27:29.435093] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-17T20:27:29.435849] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-17T20:27:29.435899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:29.435930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:29.435956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:29.436011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:29.495621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:29.496462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:29.496542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:29.496596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:29.615542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:29.615706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:29.615745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:29.615774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:29.619115] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-17T20:27:29.619390] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-17T20:27:29.619517] [INFO ] [sig       ] NAD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:29.758744] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NAD.txt
[2025-12-17T20:27:29.758891] [INFO ] [sig       ] [2180/3576] Completed NAD in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-17T20:27:29.758935] [INFO ] [sig       ] [2181/3576] Forecasting NAMS...
[2025-12-17T20:27:29.758964] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-17T20:27:29.758994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-17T20:27:29.770504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-17T20:27:29.770805] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-17T20:27:29.771595] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-17T20:27:29.771645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:29.771676] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:29.771703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:29.771757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:29.827744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:29.828341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:29.828418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:29.828449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:29.942809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:29.942962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:29.943005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:29.943033] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:29.946360] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-17T20:27:29.946645] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-17T20:27:29.946770] [INFO ] [sig       ] NAMS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:30.084264] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NAMS.txt
[2025-12-17T20:27:30.084393] [INFO ] [sig       ] [2181/3576] Completed NAMS in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-17T20:27:30.084433] [INFO ] [sig       ] [2182/3576] Forecasting NATH...
[2025-12-17T20:27:30.084462] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-17T20:27:30.084491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-17T20:27:30.095277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-17T20:27:30.095544] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-17T20:27:30.096303] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-17T20:27:30.096353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:30.096394] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:30.096423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:30.096478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:30.151817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:30.152440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:30.152546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:30.152599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:30.263308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:30.263475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:30.263522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:30.263552] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:30.267011] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=7.48%)
[2025-12-17T20:27:30.267291] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-17T20:27:30.267412] [INFO ] [sig       ] NATH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:30.406645] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NATH.txt
[2025-12-17T20:27:30.406771] [INFO ] [sig       ] [2182/3576] Completed NATH in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-17T20:27:30.406809] [INFO ] [sig       ] [2183/3576] Forecasting NATL...
[2025-12-17T20:27:30.406840] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-17T20:27:30.406870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-17T20:27:30.418384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-17T20:27:30.418680] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-17T20:27:30.419469] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-17T20:27:30.419520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:30.419551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:30.419607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:30.419666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:30.476027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:30.476725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:30.476802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:30.476834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:30.598248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:30.598404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:30.598444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:30.598472] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:30.601829] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-17T20:27:30.602091] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-17T20:27:30.602211] [INFO ] [sig       ] NATL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:30.741996] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NATL.txt
[2025-12-17T20:27:30.742138] [INFO ] [sig       ] [2183/3576] Completed NATL in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-17T20:27:30.742184] [INFO ] [sig       ] [2184/3576] Forecasting NAVI...
[2025-12-17T20:27:30.742221] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-17T20:27:30.742260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-17T20:27:30.754736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-17T20:27:30.755026] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-17T20:27:30.755791] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-17T20:27:30.755843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:30.755875] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:30.755903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:30.755958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:30.812069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:30.812781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:30.812859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:30.812891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:30.934874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:30.935075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:30.935115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:30.935144] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:30.938532] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-17T20:27:30.938821] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-17T20:27:30.938964] [INFO ] [sig       ] NAVI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:31.077115] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NAVI.txt
[2025-12-17T20:27:31.077244] [INFO ] [sig       ] [2184/3576] Completed NAVI in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-17T20:27:31.077281] [INFO ] [sig       ] [2185/3576] Forecasting NAZ...
[2025-12-17T20:27:31.077310] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-17T20:27:31.077340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-17T20:27:31.089228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-17T20:27:31.089491] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-17T20:27:31.090269] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-17T20:27:31.090321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:31.090352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:31.090379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:31.090434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:31.145885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:31.146534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:31.146648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:31.146681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:31.247497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:31.247687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:31.247728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:31.247757] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:31.251067] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-12-17T20:27:31.251360] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-17T20:27:31.251480] [INFO ] [sig       ] NAZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:31.390074] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NAZ.txt
[2025-12-17T20:27:31.390224] [INFO ] [sig       ] [2185/3576] Completed NAZ in 0.3s | 2.93 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-17T20:27:31.390263] [INFO ] [sig       ] [2186/3576] Forecasting NB...
[2025-12-17T20:27:31.390321] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-17T20:27:31.390353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-17T20:27:31.401488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-17T20:27:31.401784] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-17T20:27:31.402513] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-17T20:27:31.402563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:31.402616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:31.402644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:31.402699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:31.458648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:31.459307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:31.459389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:31.459421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:31.574053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:31.574209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:31.574248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:31.574277] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:31.577598] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-17T20:27:31.577870] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-17T20:27:31.577989] [INFO ] [sig       ] NB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:31.718623] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NB.txt
[2025-12-17T20:27:31.718757] [INFO ] [sig       ] [2186/3576] Completed NB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:31.718796] [INFO ] [sig       ] [2187/3576] Forecasting NBB...
[2025-12-17T20:27:31.718824] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-17T20:27:31.718868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-17T20:27:31.730278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-17T20:27:31.730548] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-17T20:27:31.731299] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-17T20:27:31.731350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:31.731380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:31.731407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:31.731461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:31.787428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:31.788146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:31.788239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:31.788278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:31.905968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:31.906129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:31.906167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:31.906196] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:31.909566] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2025-12-17T20:27:31.909853] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-17T20:27:31.909975] [INFO ] [sig       ] NBB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:32.049108] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NBB.txt
[2025-12-17T20:27:32.049240] [INFO ] [sig       ] [2187/3576] Completed NBB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:32.049278] [INFO ] [sig       ] [2188/3576] Forecasting NBBK...
[2025-12-17T20:27:32.049307] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-17T20:27:32.049337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-17T20:27:32.060861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-17T20:27:32.061208] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-17T20:27:32.062004] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-17T20:27:32.062056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:32.062088] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:32.062115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:32.062171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:32.117700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:32.118406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:32.118485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:32.118517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:32.237399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:32.237551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:32.237606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:32.237635] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:32.240940] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-17T20:27:32.241202] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-17T20:27:32.241321] [INFO ] [sig       ] NBBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:32.378027] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NBBK.txt
[2025-12-17T20:27:32.378150] [INFO ] [sig       ] [2188/3576] Completed NBBK in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:32.378192] [INFO ] [sig       ] [2189/3576] Forecasting NBHC...
[2025-12-17T20:27:32.378221] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-17T20:27:32.378251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-17T20:27:32.389370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-17T20:27:32.389656] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-17T20:27:32.390389] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-17T20:27:32.390439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:32.390494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:32.390522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:32.390597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:32.444881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:32.445457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:32.445533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:32.445564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:32.559895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:32.560057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:32.560097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:32.560146] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:32.563548] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=24.03%)
[2025-12-17T20:27:32.563836] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-17T20:27:32.563964] [INFO ] [sig       ] NBHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:32.702963] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NBHC.txt
[2025-12-17T20:27:32.703093] [INFO ] [sig       ] [2189/3576] Completed NBHC in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:32.703133] [INFO ] [sig       ] [2190/3576] Forecasting NBIX...
[2025-12-17T20:27:32.703162] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-17T20:27:32.703192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-17T20:27:32.714336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-17T20:27:32.714643] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-17T20:27:32.715408] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-17T20:27:32.715459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:32.715490] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:32.715516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:32.715591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:32.771355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:32.772072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:32.772152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:32.772184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:32.890847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:32.891007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:32.891046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:32.891074] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:32.894377] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-17T20:27:32.894659] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-17T20:27:32.894782] [INFO ] [sig       ] NBIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:33.032791] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NBIX.txt
[2025-12-17T20:27:33.032916] [INFO ] [sig       ] [2190/3576] Completed NBIX in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:33.032954] [INFO ] [sig       ] [2191/3576] Forecasting NBN...
[2025-12-17T20:27:33.032983] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-17T20:27:33.033013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-17T20:27:33.044010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-17T20:27:33.044295] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-17T20:27:33.045046] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-17T20:27:33.045096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:33.045129] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:33.045155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:33.045211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:33.099978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:33.100622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:33.100699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:33.100744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:33.216607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:33.216761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:33.216802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:33.216832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:33.220234] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-17T20:27:33.220504] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-17T20:27:33.220649] [INFO ] [sig       ] NBN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:33.359892] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NBN.txt
[2025-12-17T20:27:33.360020] [INFO ] [sig       ] [2191/3576] Completed NBN in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:33.360065] [INFO ] [sig       ] [2192/3576] Forecasting NBTB...
[2025-12-17T20:27:33.360095] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-17T20:27:33.360126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-17T20:27:33.371429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-17T20:27:33.371749] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-17T20:27:33.372494] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-17T20:27:33.372545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:33.372598] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:33.372628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:33.372685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:33.428528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:33.429211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:33.429291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:33.429325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:33.547958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:33.548113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:33.548155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:33.548220] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:33.551637] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=77.05%)
[2025-12-17T20:27:33.551904] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-17T20:27:33.552029] [INFO ] [sig       ] NBTB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:33.689563] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NBTB.txt
[2025-12-17T20:27:33.689713] [INFO ] [sig       ] [2192/3576] Completed NBTB in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:33.689752] [INFO ] [sig       ] [2193/3576] Forecasting NBXG...
[2025-12-17T20:27:33.689781] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-17T20:27:33.689812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-17T20:27:33.701543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-17T20:27:33.701874] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-17T20:27:33.702622] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-17T20:27:33.702672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:33.702704] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:33.702730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:33.702796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:33.757750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:33.758436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:33.758513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:33.758544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:33.879017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:33.879177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:33.879216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:33.879245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:33.882552] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-17T20:27:33.882834] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-17T20:27:33.882954] [INFO ] [sig       ] NBXG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:34.020221] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NBXG.txt
[2025-12-17T20:27:34.020364] [INFO ] [sig       ] [2193/3576] Completed NBXG in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:34.020404] [INFO ] [sig       ] [2194/3576] Forecasting NC...
[2025-12-17T20:27:34.020435] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-17T20:27:34.020466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-17T20:27:34.032206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-17T20:27:34.032554] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-17T20:27:34.033350] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-17T20:27:34.033401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:34.033434] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:34.033460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:34.033518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:34.090019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:34.090786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:34.090873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:34.090909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:34.196168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:34.196321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:34.196360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:34.196389] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:34.199741] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-17T20:27:34.200004] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-17T20:27:34.200124] [INFO ] [sig       ] NC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:34.340339] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NC.txt
[2025-12-17T20:27:34.340472] [INFO ] [sig       ] [2194/3576] Completed NC in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:34.340512] [INFO ] [sig       ] [2195/3576] Forecasting NCA...
[2025-12-17T20:27:34.340541] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-17T20:27:34.340588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-17T20:27:34.351867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-17T20:27:34.352218] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-17T20:27:34.352997] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-17T20:27:34.353062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:34.353097] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:34.353125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:34.353181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:34.408336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:34.409065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:34.409144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:34.409177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:34.530102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:34.530253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:34.530294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:34.530321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:34.533599] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=93.52%)
[2025-12-17T20:27:34.533866] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-17T20:27:34.533986] [INFO ] [sig       ] NCA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:34.676704] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NCA.txt
[2025-12-17T20:27:34.676845] [INFO ] [sig       ] [2195/3576] Completed NCA in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:34.676884] [INFO ] [sig       ] [2196/3576] Forecasting NCLH...
[2025-12-17T20:27:34.676913] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-17T20:27:34.676942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-17T20:27:34.688339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-17T20:27:34.688675] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-17T20:27:34.689483] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-17T20:27:34.689536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:34.689586] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:34.689618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:34.689674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:34.745094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:34.745824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:34.745901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:34.745933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:34.865240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:34.865404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:34.865444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:34.865473] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:34.868834] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-17T20:27:34.869117] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-17T20:27:34.869237] [INFO ] [sig       ] NCLH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:35.006773] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NCLH.txt
[2025-12-17T20:27:35.006908] [INFO ] [sig       ] [2196/3576] Completed NCLH in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:35.006947] [INFO ] [sig       ] [2197/3576] Forecasting NCMI...
[2025-12-17T20:27:35.006976] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-17T20:27:35.007006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-17T20:27:35.019586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-17T20:27:35.019891] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-17T20:27:35.020644] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-17T20:27:35.020695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:35.020727] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:35.020753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:35.020809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:35.075417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:35.076235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:35.076316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:35.076348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:35.196610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:35.196769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:35.196808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:35.196835] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:35.200309] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=66.22%)
[2025-12-17T20:27:35.200599] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-17T20:27:35.200725] [INFO ] [sig       ] NCMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:35.338406] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NCMI.txt
[2025-12-17T20:27:35.338545] [INFO ] [sig       ] [2197/3576] Completed NCMI in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-17T20:27:35.338602] [INFO ] [sig       ] [2198/3576] Forecasting NCNA...
[2025-12-17T20:27:35.338634] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-17T20:27:35.338664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-17T20:27:35.350092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-17T20:27:35.350432] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-17T20:27:35.351255] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-17T20:27:35.351306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:35.351337] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:35.351363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:35.351418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:35.406460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:35.407327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:35.407414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:35.407447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:35.520073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:35.520235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:35.520278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:35.520305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:35.523741] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-17T20:27:35.524013] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-17T20:27:35.524138] [INFO ] [sig       ] NCNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:35.666098] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NCNA.txt
[2025-12-17T20:27:35.666261] [INFO ] [sig       ] [2198/3576] Completed NCNA in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:35.666301] [INFO ] [sig       ] [2199/3576] Forecasting NCNO...
[2025-12-17T20:27:35.666337] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-17T20:27:35.666380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-17T20:27:35.678122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-17T20:27:35.678506] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-17T20:27:35.679378] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-17T20:27:35.679431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:35.679467] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:35.679508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:35.679592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:35.738540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:35.739381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:35.739491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:35.739525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:35.875547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:35.875722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:35.875764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:35.875794] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:35.879295] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-17T20:27:35.879561] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-17T20:27:35.879722] [INFO ] [sig       ] NCNO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:36.021935] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NCNO.txt
[2025-12-17T20:27:36.022061] [INFO ] [sig       ] [2199/3576] Completed NCNO in 0.4s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:36.022099] [INFO ] [sig       ] [2200/3576] Forecasting NCTY...
[2025-12-17T20:27:36.022128] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-17T20:27:36.022157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-17T20:27:36.033298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-17T20:27:36.033613] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-17T20:27:36.034358] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-17T20:27:36.034410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:36.034443] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:36.034471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:36.034529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:36.091817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:36.092451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:36.092530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:36.092563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:36.215201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:36.215356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:36.215398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:36.215427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:36.218830] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-17T20:27:36.219148] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-17T20:27:36.219276] [INFO ] [sig       ] NCTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:36.360135] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NCTY.txt
[2025-12-17T20:27:36.360299] [INFO ] [sig       ] [2200/3576] Completed NCTY in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:36.360353] [INFO ] [sig       ] [2201/3576] Forecasting NCZ...
[2025-12-17T20:27:36.360390] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-17T20:27:36.360422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-17T20:27:36.372031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-17T20:27:36.372329] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-17T20:27:36.373105] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-17T20:27:36.373156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:36.373188] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:36.373215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:36.373271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:36.429738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:36.430467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:36.430549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:36.430598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:36.551990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:36.552143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:36.552183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:36.552214] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:36.555870] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-17T20:27:36.556143] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-17T20:27:36.556270] [INFO ] [sig       ] NCZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:36.706462] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NCZ.txt
[2025-12-17T20:27:36.706647] [INFO ] [sig       ] [2201/3576] Completed NCZ in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:36.706702] [INFO ] [sig       ] [2202/3576] Forecasting NDAQ...
[2025-12-17T20:27:36.706733] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-17T20:27:36.706763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-17T20:27:36.718463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-17T20:27:36.718880] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-17T20:27:36.719730] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-17T20:27:36.719784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:36.719816] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:36.719842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:36.719898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:36.782280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:36.783141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:36.783224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:36.783257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:36.909966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:36.910148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:36.910191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:36.910224] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:36.913623] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=29.20%)
[2025-12-17T20:27:36.913897] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-17T20:27:36.914026] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:37.056874] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NDAQ.txt
[2025-12-17T20:27:37.057038] [INFO ] [sig       ] [2202/3576] Completed NDAQ in 0.4s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:37.057078] [INFO ] [sig       ] [2203/3576] Forecasting NDMO...
[2025-12-17T20:27:37.057107] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-17T20:27:37.057136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-17T20:27:37.068339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-17T20:27:37.068680] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-17T20:27:37.069460] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-17T20:27:37.069512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:37.069545] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:37.069595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:37.069655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:37.126154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:37.126929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:37.127013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:37.127046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:37.249056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:37.249212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:37.249261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:37.249297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:37.252669] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=21.85%)
[2025-12-17T20:27:37.252945] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-17T20:27:37.253074] [INFO ] [sig       ] NDMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:37.393397] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NDMO.txt
[2025-12-17T20:27:37.393539] [INFO ] [sig       ] [2203/3576] Completed NDMO in 0.3s | 2.93 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-17T20:27:37.393603] [INFO ] [sig       ] [2204/3576] Forecasting NDRA...
[2025-12-17T20:27:37.393635] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-17T20:27:37.393666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-17T20:27:37.405523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-17T20:27:37.405899] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-17T20:27:37.406690] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-17T20:27:37.406742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:37.406775] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:37.406802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:37.406860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:37.462016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:37.462698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:37.462775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:37.462807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:37.580114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:37.580258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:37.580307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:37.580343] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:37.583739] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=23.05%)
[2025-12-17T20:27:37.584025] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-17T20:27:37.584153] [INFO ] [sig       ] NDRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:37.724969] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NDRA.txt
[2025-12-17T20:27:37.725097] [INFO ] [sig       ] [2204/3576] Completed NDRA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:37.725135] [INFO ] [sig       ] [2205/3576] Forecasting NDSN...
[2025-12-17T20:27:37.725168] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-17T20:27:37.725199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-17T20:27:37.736554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-17T20:27:37.736858] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-17T20:27:37.737668] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-17T20:27:37.737719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:37.737752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:37.737780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:37.737837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:37.793761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:37.794403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:37.794480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:37.794511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:37.921920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:37.922074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:37.922117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:37.922147] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:37.925672] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-17T20:27:37.925955] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-17T20:27:37.926087] [INFO ] [sig       ] NDSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:38.065092] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NDSN.txt
[2025-12-17T20:27:38.065243] [INFO ] [sig       ] [2205/3576] Completed NDSN in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:38.065283] [INFO ] [sig       ] [2206/3576] Forecasting NE...
[2025-12-17T20:27:38.065312] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-17T20:27:38.065342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-17T20:27:38.076138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-17T20:27:38.076447] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-17T20:27:38.077203] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-17T20:27:38.077267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:38.077322] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:38.077351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:38.077408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:38.132142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:38.132806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:38.132884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:38.132915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:38.257390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:38.257551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:38.257610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:38.257641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:38.261272] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-17T20:27:38.261809] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-17T20:27:38.261966] [INFO ] [sig       ] NE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:38.409846] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NE.txt
[2025-12-17T20:27:38.409985] [INFO ] [sig       ] [2206/3576] Completed NE in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:38.410025] [INFO ] [sig       ] [2207/3576] Forecasting NEA...
[2025-12-17T20:27:38.410055] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-17T20:27:38.410087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-17T20:27:38.422109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-17T20:27:38.422462] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-17T20:27:38.423250] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-17T20:27:38.423303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:38.423336] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:38.423364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:38.423424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:38.483698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:38.484411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:38.484492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:38.484525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:38.615060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:38.615216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:38.615259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:38.615290] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:38.618911] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-17T20:27:38.619202] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-17T20:27:38.619359] [INFO ] [sig       ] NEA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:38.767537] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NEA.txt
[2025-12-17T20:27:38.767706] [INFO ] [sig       ] [2207/3576] Completed NEA in 0.4s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:38.767747] [INFO ] [sig       ] [2208/3576] Forecasting NECB...
[2025-12-17T20:27:38.767778] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-17T20:27:38.767812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-17T20:27:38.779185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-17T20:27:38.779519] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-17T20:27:38.780358] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-17T20:27:38.780412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:38.780445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:38.780472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:38.780529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:38.839802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:38.840624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:38.840716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:38.840752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:38.967872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:38.968026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:38.968065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:38.968093] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:38.971593] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-17T20:27:38.971874] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-17T20:27:38.972003] [INFO ] [sig       ] NECB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:39.120490] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NECB.txt
[2025-12-17T20:27:39.120655] [INFO ] [sig       ] [2208/3576] Completed NECB in 0.4s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:39.120699] [INFO ] [sig       ] [2209/3576] Forecasting NEE...
[2025-12-17T20:27:39.120728] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-17T20:27:39.120759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-17T20:27:39.133211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-17T20:27:39.133628] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-17T20:27:39.134432] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-17T20:27:39.134502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:39.134543] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:39.134596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:39.134658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:39.192008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:39.192881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:39.192962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:39.192994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:39.308866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:39.309005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:39.309045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:39.309104] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:39.312528] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-17T20:27:39.312819] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-17T20:27:39.312944] [INFO ] [sig       ] NEE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:39.459000] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NEE.txt
[2025-12-17T20:27:39.459118] [INFO ] [sig       ] [2209/3576] Completed NEE in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:39.459161] [INFO ] [sig       ] [2210/3576] Forecasting NEGG...
[2025-12-17T20:27:39.459190] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-17T20:27:39.459221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-17T20:27:39.472300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-17T20:27:39.472809] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-17T20:27:39.473591] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-17T20:27:39.473663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:39.473703] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:39.473731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:39.473789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:39.531234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:39.532041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:39.532126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:39.532159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:39.650064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:39.650218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:39.650259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:39.650287] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:39.653616] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-17T20:27:39.653887] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-17T20:27:39.654013] [INFO ] [sig       ] NEGG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:39.799628] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NEGG.txt
[2025-12-17T20:27:39.799776] [INFO ] [sig       ] [2210/3576] Completed NEGG in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:39.799816] [INFO ] [sig       ] [2211/3576] Forecasting NEM...
[2025-12-17T20:27:39.799846] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-17T20:27:39.799875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-17T20:27:39.811001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-17T20:27:39.811340] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-17T20:27:39.812120] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-17T20:27:39.812172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:39.812204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:39.812231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:39.812289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:39.872395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:39.873275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:39.873361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:39.873393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:39.995239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:39.995393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:39.995432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:39.995461] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:39.998771] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=49.44%)
[2025-12-17T20:27:39.999076] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-17T20:27:39.999217] [INFO ] [sig       ] NEM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:40.146734] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NEM.txt
[2025-12-17T20:27:40.146881] [INFO ] [sig       ] [2211/3576] Completed NEM in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:40.146919] [INFO ] [sig       ] [2212/3576] Forecasting NEO...
[2025-12-17T20:27:40.146949] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-17T20:27:40.146979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-17T20:27:40.158204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-17T20:27:40.158532] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-17T20:27:40.159339] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-17T20:27:40.159392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:40.159424] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:40.159450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:40.159506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:40.215178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:40.216043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:40.216126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:40.216160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:40.335553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:40.335747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:40.335789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:40.335820] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:40.339213] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-17T20:27:40.339488] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-17T20:27:40.339632] [INFO ] [sig       ] NEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:40.487091] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NEO.txt
[2025-12-17T20:27:40.487241] [INFO ] [sig       ] [2212/3576] Completed NEO in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:40.487281] [INFO ] [sig       ] [2213/3576] Forecasting NEOG...
[2025-12-17T20:27:40.487311] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-17T20:27:40.487346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-17T20:27:40.498680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-17T20:27:40.499034] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-17T20:27:40.499822] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-17T20:27:40.499875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:40.499907] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:40.499935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:40.499992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:40.556150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:40.556997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:40.557076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:40.557109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:40.673779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:40.673933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:40.673988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:40.674019] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:40.677309] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-17T20:27:40.677592] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-17T20:27:40.677715] [INFO ] [sig       ] NEOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:40.825157] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NEOG.txt
[2025-12-17T20:27:40.825304] [INFO ] [sig       ] [2213/3576] Completed NEOG in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:40.825351] [INFO ] [sig       ] [2214/3576] Forecasting NEON...
[2025-12-17T20:27:40.825388] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-17T20:27:40.825425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-17T20:27:40.836734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-17T20:27:40.837062] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-17T20:27:40.837826] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-17T20:27:40.837877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:40.837907] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:40.837934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:40.837989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:40.896923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:40.897809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:40.897889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:40.897922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:41.017173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:41.017336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:41.017380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:41.017410] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:41.020856] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-17T20:27:41.021130] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-17T20:27:41.021256] [INFO ] [sig       ] NEON: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:41.165228] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NEON.txt
[2025-12-17T20:27:41.165376] [INFO ] [sig       ] [2214/3576] Completed NEON in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:41.165414] [INFO ] [sig       ] [2215/3576] Forecasting NEXA...
[2025-12-17T20:27:41.165444] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-17T20:27:41.165474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-17T20:27:41.176175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-17T20:27:41.176492] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-17T20:27:41.177251] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-17T20:27:41.177302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:41.177333] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:41.177359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:41.177414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:41.233105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:41.233975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:41.234074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:41.234108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:41.346348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:41.346513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:41.346553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:41.346600] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:41.349927] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-17T20:27:41.350191] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-17T20:27:41.350315] [INFO ] [sig       ] NEXA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:41.488602] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NEXA.txt
[2025-12-17T20:27:41.488753] [INFO ] [sig       ] [2215/3576] Completed NEXA in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-17T20:27:41.488793] [INFO ] [sig       ] [2216/3576] Forecasting NEXN...
[2025-12-17T20:27:41.488822] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-17T20:27:41.488865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-17T20:27:41.500074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-17T20:27:41.500416] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-17T20:27:41.501185] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-17T20:27:41.501236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:41.501268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:41.501295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:41.501351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:41.556939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:41.557782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:41.557892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:41.557926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:41.679492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:41.679680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:41.679726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:41.679756] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:41.683251] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=52.62%)
[2025-12-17T20:27:41.683636] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-17T20:27:41.683782] [INFO ] [sig       ] NEXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:41.823339] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NEXN.txt
[2025-12-17T20:27:41.823514] [INFO ] [sig       ] [2216/3576] Completed NEXN in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:41.823556] [INFO ] [sig       ] [2217/3576] Forecasting NFBK...
[2025-12-17T20:27:41.823614] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-17T20:27:41.823645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-17T20:27:41.838187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-17T20:27:41.838677] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-17T20:27:41.839749] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-17T20:27:41.839815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:41.839880] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:41.839925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:41.840013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:41.901330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:41.902207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:41.902291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:41.902323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:42.019283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:42.019442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:42.019491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:42.019525] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:42.022848] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-17T20:27:42.023113] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-17T20:27:42.023233] [INFO ] [sig       ] NFBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:42.171022] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NFBK.txt
[2025-12-17T20:27:42.171213] [INFO ] [sig       ] [2217/3576] Completed NFBK in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:42.171273] [INFO ] [sig       ] [2218/3576] Forecasting NFE...
[2025-12-17T20:27:42.171315] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-17T20:27:42.171355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-17T20:27:42.184903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-17T20:27:42.185281] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-17T20:27:42.186073] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-17T20:27:42.186127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:42.186159] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:42.186185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:42.186239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:42.243214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:42.244129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:42.244217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:42.244250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:42.366247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:42.366401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:42.366441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:42.366470] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:42.369903] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-17T20:27:42.370187] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-17T20:27:42.370321] [INFO ] [sig       ] NFE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:42.510107] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NFE.txt
[2025-12-17T20:27:42.510269] [INFO ] [sig       ] [2218/3576] Completed NFE in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:42.510312] [INFO ] [sig       ] [2219/3576] Forecasting NFG...
[2025-12-17T20:27:42.510342] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-17T20:27:42.510374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-17T20:27:42.521965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-17T20:27:42.522336] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-17T20:27:42.523135] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-17T20:27:42.523188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:42.523221] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:42.523248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:42.523305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:42.580836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:42.581731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:42.581820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:42.581866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:42.703334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:42.703496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:42.703546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:42.703602] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:42.706973] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-17T20:27:42.707244] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-17T20:27:42.707369] [INFO ] [sig       ] NFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:42.846008] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NFG.txt
[2025-12-17T20:27:42.846161] [INFO ] [sig       ] [2219/3576] Completed NFG in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:42.846199] [INFO ] [sig       ] [2220/3576] Forecasting NFJ...
[2025-12-17T20:27:42.846229] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-17T20:27:42.846260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-17T20:27:42.857780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-17T20:27:42.858091] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-17T20:27:42.858889] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-17T20:27:42.858943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:42.858976] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:42.859004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:42.859061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:42.915142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:42.915854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:42.915936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:42.915968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:43.038990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:43.039153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:43.039195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:43.039224] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:43.042709] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=66.27%)
[2025-12-17T20:27:43.043037] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-17T20:27:43.043194] [INFO ] [sig       ] NFJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:43.180982] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NFJ.txt
[2025-12-17T20:27:43.181111] [INFO ] [sig       ] [2220/3576] Completed NFJ in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:43.181148] [INFO ] [sig       ] [2221/3576] Forecasting NFLX...
[2025-12-17T20:27:43.181185] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-17T20:27:43.181216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-17T20:27:43.192739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-17T20:27:43.193041] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-17T20:27:43.193823] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-17T20:27:43.193875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:43.193906] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:43.193934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:43.193990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:43.249710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:43.250486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:43.250568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:43.250621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:43.373625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:43.373775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:43.373814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:43.373843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:43.377205] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-17T20:27:43.377471] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-17T20:27:43.377611] [INFO ] [sig       ] NFLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:43.517286] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NFLX.txt
[2025-12-17T20:27:43.517412] [INFO ] [sig       ] [2221/3576] Completed NFLX in 0.3s | 2.93 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-17T20:27:43.517451] [INFO ] [sig       ] [2222/3576] Forecasting NFTY...
[2025-12-17T20:27:43.517483] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-17T20:27:43.517515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-17T20:27:43.528462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-17T20:27:43.528781] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-17T20:27:43.529563] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-17T20:27:43.529638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:43.529670] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:43.529696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:43.529751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:43.585935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:43.586860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:43.586942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:43.586975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:43.700378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:43.700543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:43.700610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:43.700641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:43.703952] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=56.45%)
[2025-12-17T20:27:43.704214] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-17T20:27:43.704334] [INFO ] [sig       ] NFTY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:43.842046] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NFTY.txt
[2025-12-17T20:27:43.842176] [INFO ] [sig       ] [2222/3576] Completed NFTY in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:43.842214] [INFO ] [sig       ] [2223/3576] Forecasting NGG...
[2025-12-17T20:27:43.842243] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-17T20:27:43.842273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-17T20:27:43.853535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-17T20:27:43.853848] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-17T20:27:43.854600] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-17T20:27:43.854652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:43.854704] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:43.854732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:43.854788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:43.909791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:43.910534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:43.910631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:43.910664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:44.034825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:44.034989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:44.035031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:44.035058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:44.039304] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-12-17T20:27:44.039667] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-17T20:27:44.039824] [INFO ] [sig       ] NGG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:44.185890] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NGG.txt
[2025-12-17T20:27:44.186030] [INFO ] [sig       ] [2223/3576] Completed NGG in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:44.186071] [INFO ] [sig       ] [2224/3576] Forecasting NGL...
[2025-12-17T20:27:44.186100] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-17T20:27:44.186131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-17T20:27:44.197885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-17T20:27:44.198147] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-17T20:27:44.198929] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-17T20:27:44.198981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:44.199011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:44.199037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:44.199093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:44.254676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:44.255310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:44.255386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:44.255417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:44.374564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:44.374739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:44.374777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:44.374822] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:44.378118] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-17T20:27:44.378382] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-17T20:27:44.378508] [INFO ] [sig       ] NGL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:44.517703] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NGL.txt
[2025-12-17T20:27:44.517815] [INFO ] [sig       ] [2224/3576] Completed NGL in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:44.517851] [INFO ] [sig       ] [2225/3576] Forecasting NGNE...
[2025-12-17T20:27:44.517879] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-17T20:27:44.517916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-17T20:27:44.529004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-17T20:27:44.529291] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-17T20:27:44.530072] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-17T20:27:44.530123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:44.530154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:44.530180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:44.530233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:44.586286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:44.586947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:44.587024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:44.587056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:44.708381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:44.708533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:44.708589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:44.708621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:44.712037] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-17T20:27:44.712298] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-17T20:27:44.712420] [INFO ] [sig       ] NGNE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:44.861282] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NGNE.txt
[2025-12-17T20:27:44.861430] [INFO ] [sig       ] [2225/3576] Completed NGNE in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:44.861468] [INFO ] [sig       ] [2226/3576] Forecasting NGS...
[2025-12-17T20:27:44.861496] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-17T20:27:44.861529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-17T20:27:44.873029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-17T20:27:44.873313] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-17T20:27:44.874066] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-17T20:27:44.874116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:44.874148] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:44.874174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:44.874228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:44.930125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:44.930954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:44.931033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:44.931066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:45.049690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:45.049841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:45.049879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:45.049938] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:45.053222] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-17T20:27:45.053485] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-17T20:27:45.053624] [INFO ] [sig       ] NGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:45.238310] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NGS.txt
[2025-12-17T20:27:45.238451] [INFO ] [sig       ] [2226/3576] Completed NGS in 0.4s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:45.238498] [INFO ] [sig       ] [2227/3576] Forecasting NGVC...
[2025-12-17T20:27:45.238534] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-17T20:27:45.238589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-17T20:27:45.250398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-17T20:27:45.250765] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-17T20:27:45.251568] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-17T20:27:45.251640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:45.251673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:45.251700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:45.251757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:45.308089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:45.308764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:45.308845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:45.308918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:45.429560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:45.429728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:45.429771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:45.429802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:45.433173] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-17T20:27:45.433524] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-17T20:27:45.433715] [INFO ] [sig       ] NGVC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:45.580858] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NGVC.txt
[2025-12-17T20:27:45.580987] [INFO ] [sig       ] [2227/3576] Completed NGVC in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:45.581025] [INFO ] [sig       ] [2228/3576] Forecasting NHI...
[2025-12-17T20:27:45.581054] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-17T20:27:45.581085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-17T20:27:45.592795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-17T20:27:45.593091] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-17T20:27:45.593882] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-17T20:27:45.593934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:45.593970] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:45.593997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:45.594071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:45.651131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:45.651860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:45.651941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:45.651973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:45.769829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:45.769980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:45.770022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:45.770053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:45.773387] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-17T20:27:45.773691] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-17T20:27:45.773820] [INFO ] [sig       ] NHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:45.917159] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NHI.txt
[2025-12-17T20:27:45.917290] [INFO ] [sig       ] [2228/3576] Completed NHI in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:45.917338] [INFO ] [sig       ] [2229/3576] Forecasting NHTC...
[2025-12-17T20:27:45.917366] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-17T20:27:45.917397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-17T20:27:45.928303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-17T20:27:45.928633] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-17T20:27:45.929408] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-17T20:27:45.929460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:45.929492] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:45.929519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:45.929592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:45.986257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:45.987109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:45.987194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:45.987227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:46.096683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:46.096836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:46.096876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:46.096905] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:46.100234] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-17T20:27:46.100506] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-17T20:27:46.100673] [INFO ] [sig       ] NHTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:46.236518] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NHTC.txt
[2025-12-17T20:27:46.236687] [INFO ] [sig       ] [2229/3576] Completed NHTC in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:46.236729] [INFO ] [sig       ] [2230/3576] Forecasting NI...
[2025-12-17T20:27:46.236757] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-17T20:27:46.236787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-17T20:27:46.247811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-17T20:27:46.248126] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-17T20:27:46.248899] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-17T20:27:46.248963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:46.248995] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:46.249021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:46.249076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:46.304397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:46.305109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:46.305191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:46.305225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:46.434242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:46.434396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:46.434437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:46.434471] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:46.437919] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-17T20:27:46.438190] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-17T20:27:46.438317] [INFO ] [sig       ] NI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:46.585090] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NI.txt
[2025-12-17T20:27:46.585244] [INFO ] [sig       ] [2230/3576] Completed NI in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:46.585287] [INFO ] [sig       ] [2231/3576] Forecasting NIC...
[2025-12-17T20:27:46.585317] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-17T20:27:46.585348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-17T20:27:46.596703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-17T20:27:46.596990] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-17T20:27:46.597739] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-17T20:27:46.597791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:46.597822] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:46.597849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:46.597905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:46.654639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:46.655522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:46.655632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:46.655668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:46.771938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:46.772086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:46.772127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:46.772155] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:46.775501] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-17T20:27:46.775788] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-17T20:27:46.775911] [INFO ] [sig       ] NIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:46.917851] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NIC.txt
[2025-12-17T20:27:46.917994] [INFO ] [sig       ] [2231/3576] Completed NIC in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:46.918033] [INFO ] [sig       ] [2232/3576] Forecasting NICE...
[2025-12-17T20:27:46.918061] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-17T20:27:46.918091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-17T20:27:46.930030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-17T20:27:46.930324] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-17T20:27:46.931081] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-17T20:27:46.931132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:46.931162] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:46.931188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:46.931244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:46.986493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:46.987209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:46.987288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:46.987320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:47.111500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:47.111674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:47.111742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:47.111771] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:47.115157] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-17T20:27:47.115426] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-17T20:27:47.115558] [INFO ] [sig       ] NICE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:47.256715] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NICE.txt
[2025-12-17T20:27:47.256895] [INFO ] [sig       ] [2232/3576] Completed NICE in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-17T20:27:47.256945] [INFO ] [sig       ] [2233/3576] Forecasting NIE...
[2025-12-17T20:27:47.256975] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-17T20:27:47.257005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-17T20:27:47.269826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-17T20:27:47.270191] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-17T20:27:47.271031] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-17T20:27:47.271085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:47.271116] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:47.271151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:47.271232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:47.331617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:47.332446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:47.332593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:47.332646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:47.457955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:47.458119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:47.458165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:47.458195] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:47.461842] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2025-12-17T20:27:47.462161] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-17T20:27:47.462319] [INFO ] [sig       ] NIE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:47.611454] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NIE.txt
[2025-12-17T20:27:47.611622] [INFO ] [sig       ] [2233/3576] Completed NIE in 0.4s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:47.611686] [INFO ] [sig       ] [2234/3576] Forecasting NIKL...
[2025-12-17T20:27:47.611732] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-17T20:27:47.611767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-17T20:27:47.623839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-17T20:27:47.624185] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-17T20:27:47.625088] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-17T20:27:47.625142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:47.625174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:47.625201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:47.625258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:47.685729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:47.686720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:47.686808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:47.686842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:47.805251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:47.805414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:47.805456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:47.805486] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:47.809339] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-17T20:27:47.809674] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-17T20:27:47.809812] [INFO ] [sig       ] NIKL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:47.956101] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NIKL.txt
[2025-12-17T20:27:47.956242] [INFO ] [sig       ] [2234/3576] Completed NIKL in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:47.956289] [INFO ] [sig       ] [2235/3576] Forecasting NIM...
[2025-12-17T20:27:47.956320] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-17T20:27:47.956350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-17T20:27:47.968490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-17T20:27:47.968904] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-17T20:27:47.969707] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-17T20:27:47.969761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:47.969794] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:47.969826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:47.969889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:48.027605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:48.028466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:48.028552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:48.028606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:48.133239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:48.133389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:48.133427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:48.133456] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:48.136759] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=59.69%)
[2025-12-17T20:27:48.137036] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-17T20:27:48.137155] [INFO ] [sig       ] NIM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:48.285703] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NIM.txt
[2025-12-17T20:27:48.285894] [INFO ] [sig       ] [2235/3576] Completed NIM in 0.3s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:48.285947] [INFO ] [sig       ] [2236/3576] Forecasting NIO...
[2025-12-17T20:27:48.285991] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-17T20:27:48.286038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-17T20:27:48.298740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-17T20:27:48.299204] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-17T20:27:48.300264] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-17T20:27:48.300329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:48.300374] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:48.300411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:48.300490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:48.371083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:48.371970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:48.372055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:48.372088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:48.510528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:48.510732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:48.510781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:48.510824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:48.516364] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-17T20:27:48.516876] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-17T20:27:48.517077] [INFO ] [sig       ] NIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:48.738545] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NIO.txt
[2025-12-17T20:27:48.740870] [INFO ] [sig       ] [2236/3576] Completed NIO in 0.5s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:48.740942] [INFO ] [sig       ] [2237/3576] Forecasting NIPG...
[2025-12-17T20:27:48.740996] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-17T20:27:48.741049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-17T20:27:48.760358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-17T20:27:48.760849] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-17T20:27:48.761890] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-17T20:27:48.761956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:48.761994] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:48.762028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:48.762093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:48.849829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:48.851099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:48.851223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:48.851279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:49.017244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:49.017447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:49.017537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:49.017610] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:49.023133] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-17T20:27:49.023808] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-17T20:27:49.024032] [INFO ] [sig       ] NIPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:49.239451] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NIPG.txt
[2025-12-17T20:27:49.239649] [INFO ] [sig       ] [2237/3576] Completed NIPG in 0.5s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:49.239694] [INFO ] [sig       ] [2238/3576] Forecasting NISN...
[2025-12-17T20:27:49.239723] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-17T20:27:49.239757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-17T20:27:49.252327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-17T20:27:49.252785] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-17T20:27:49.253701] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-17T20:27:49.253756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:49.253789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:49.253815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:49.253872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:49.328650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:49.329865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:49.329978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:49.330034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:49.450983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:49.451148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:49.451191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:49.451221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:49.454978] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-17T20:27:49.455322] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-17T20:27:49.455491] [INFO ] [sig       ] NISN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:49.600354] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NISN.txt
[2025-12-17T20:27:49.600508] [INFO ] [sig       ] [2238/3576] Completed NISN in 0.4s | 2.93 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-17T20:27:49.600557] [INFO ] [sig       ] [2239/3576] Forecasting NITO...
[2025-12-17T20:27:49.600615] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-17T20:27:49.600653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-17T20:27:49.611862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-17T20:27:49.612232] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-17T20:27:49.613015] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-17T20:27:49.613066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:49.613098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:49.613124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:49.613180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:49.672390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:49.673294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:49.673376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:49.673409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:49.790934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:49.791061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:49.791105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:49.791141] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:49.794346] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-17T20:27:49.794628] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-17T20:27:49.794774] [INFO ] [sig       ] NITO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:49.935523] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NITO.txt
[2025-12-17T20:27:49.935665] [INFO ] [sig       ] [2239/3576] Completed NITO in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:49.935707] [INFO ] [sig       ] [2240/3576] Forecasting NKSH...
[2025-12-17T20:27:49.935736] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-17T20:27:49.935765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-17T20:27:49.946831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-17T20:27:49.947152] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-17T20:27:49.948031] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-17T20:27:49.948082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:49.948136] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:49.948164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:49.948220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:50.004001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:50.004662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:50.004740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:50.004774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:50.105253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:50.105417] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:27:50.105457] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:50.105484] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:50.108805] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-17T20:27:50.109096] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-17T20:27:50.109223] [INFO ] [sig       ] NKSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:50.247192] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NKSH.txt
[2025-12-17T20:27:50.247316] [INFO ] [sig       ] [2240/3576] Completed NKSH in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:50.247353] [INFO ] [sig       ] [2241/3576] Forecasting NKTX...
[2025-12-17T20:27:50.247382] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-17T20:27:50.247412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-17T20:27:50.258550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-17T20:27:50.258834] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-17T20:27:50.259636] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-17T20:27:50.259688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:50.259745] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:50.259774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:50.259832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:50.316177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:50.316798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:50.316874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:50.316906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:50.432165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:50.432307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:50.432346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:50.432375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:50.435778] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-17T20:27:50.436048] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-17T20:27:50.436173] [INFO ] [sig       ] NKTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:50.576368] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NKTX.txt
[2025-12-17T20:27:50.576530] [INFO ] [sig       ] [2241/3576] Completed NKTX in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:50.576592] [INFO ] [sig       ] [2242/3576] Forecasting NKX...
[2025-12-17T20:27:50.576631] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-17T20:27:50.576668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-17T20:27:50.588983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-17T20:27:50.589389] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-17T20:27:50.590220] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-17T20:27:50.590273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:50.590305] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:50.590332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:50.590388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:50.646977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:50.647891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:50.647998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:50.648032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:50.771974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:50.772130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:50.772168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:50.772195] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:50.775520] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-17T20:27:50.775807] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-17T20:27:50.775934] [INFO ] [sig       ] NKX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:50.915979] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NKX.txt
[2025-12-17T20:27:50.916111] [INFO ] [sig       ] [2242/3576] Completed NKX in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:50.916152] [INFO ] [sig       ] [2243/3576] Forecasting NLOP...
[2025-12-17T20:27:50.916193] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-17T20:27:50.916235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-17T20:27:50.928095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-17T20:27:50.928375] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-17T20:27:50.929150] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-17T20:27:50.929201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:50.929232] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:50.929257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:50.929312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:50.985333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:50.985992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:50.986071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:50.986103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:51.099253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:51.099405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:51.099443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:51.099504] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:51.102793] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=20.44%)
[2025-12-17T20:27:51.103056] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-17T20:27:51.103177] [INFO ] [sig       ] NLOP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:51.240550] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NLOP.txt
[2025-12-17T20:27:51.240720] [INFO ] [sig       ] [2243/3576] Completed NLOP in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:51.240761] [INFO ] [sig       ] [2244/3576] Forecasting NLY...
[2025-12-17T20:27:51.240790] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-17T20:27:51.240820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-17T20:27:51.252489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-17T20:27:51.252818] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-17T20:27:51.253554] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-17T20:27:51.253622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:51.253653] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:51.253680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:51.253735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:51.308896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:51.309763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:51.309846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:51.309878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:51.428202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:51.428360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:51.428402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:51.428432] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:51.431865] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-17T20:27:51.432129] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-17T20:27:51.432251] [INFO ] [sig       ] NLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:51.572456] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NLY.txt
[2025-12-17T20:27:51.572600] [INFO ] [sig       ] [2244/3576] Completed NLY in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:51.572642] [INFO ] [sig       ] [2245/3576] Forecasting NMAI...
[2025-12-17T20:27:51.572679] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-17T20:27:51.572710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-17T20:27:51.584558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-17T20:27:51.584978] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-17T20:27:51.585756] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-17T20:27:51.585808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:51.585838] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:51.585864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:51.585920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:51.641986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:51.642806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:51.642885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:51.642917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:51.762316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:51.762473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:51.762511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:51.762541] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:51.766478] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2025-12-17T20:27:51.766876] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-17T20:27:51.767019] [INFO ] [sig       ] NMAI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:51.912502] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NMAI.txt
[2025-12-17T20:27:51.912650] [INFO ] [sig       ] [2245/3576] Completed NMAI in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:51.912690] [INFO ] [sig       ] [2246/3576] Forecasting NMCO...
[2025-12-17T20:27:51.912720] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-17T20:27:51.912750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-17T20:27:51.924268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-17T20:27:51.924532] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-17T20:27:51.925318] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-17T20:27:51.925369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:51.925400] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:51.925427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:51.925481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:51.979984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:51.980592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:51.980683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:51.980722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:52.102307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:52.102459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:52.102498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:52.102525] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:52.105829] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-17T20:27:52.106091] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-17T20:27:52.106211] [INFO ] [sig       ] NMCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:52.243862] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NMCO.txt
[2025-12-17T20:27:52.244011] [INFO ] [sig       ] [2246/3576] Completed NMCO in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:52.244051] [INFO ] [sig       ] [2247/3576] Forecasting NMFC...
[2025-12-17T20:27:52.244080] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-17T20:27:52.244110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-17T20:27:52.255437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-17T20:27:52.255739] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-17T20:27:52.256470] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-17T20:27:52.256521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:52.256553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:52.256602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:52.256661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:52.311516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:52.312290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:52.312391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:52.312425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:52.431361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:52.431512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:52.431553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:52.431600] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:52.434967] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-17T20:27:52.435238] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-17T20:27:52.435363] [INFO ] [sig       ] NMFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:52.575174] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NMFC.txt
[2025-12-17T20:27:52.575332] [INFO ] [sig       ] [2247/3576] Completed NMFC in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:52.575374] [INFO ] [sig       ] [2248/3576] Forecasting NMG...
[2025-12-17T20:27:52.575403] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-17T20:27:52.575433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-17T20:27:52.586950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-17T20:27:52.587333] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-17T20:27:52.588104] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-17T20:27:52.588155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:52.588187] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:52.588214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:52.588269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:52.645406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:52.646260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:52.646342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:52.646376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:52.764383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:52.764534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:52.764589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:52.764639] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:52.768009] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-17T20:27:52.768293] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-17T20:27:52.768419] [INFO ] [sig       ] NMG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:52.908167] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NMG.txt
[2025-12-17T20:27:52.908315] [INFO ] [sig       ] [2248/3576] Completed NMG in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:52.908354] [INFO ] [sig       ] [2249/3576] Forecasting NMI...
[2025-12-17T20:27:52.908386] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-17T20:27:52.908417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-17T20:27:52.921741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-17T20:27:52.922102] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-17T20:27:52.922904] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-17T20:27:52.922955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:52.922986] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:52.923012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:52.923067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:52.979974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:52.980857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:52.980944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:52.980976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:53.083331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:53.083480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:53.083519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:53.083547] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:53.086823] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-17T20:27:53.087089] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-17T20:27:53.087213] [INFO ] [sig       ] NMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:53.227800] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NMI.txt
[2025-12-17T20:27:53.227948] [INFO ] [sig       ] [2249/3576] Completed NMI in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:53.227990] [INFO ] [sig       ] [2250/3576] Forecasting NMIH...
[2025-12-17T20:27:53.228018] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-17T20:27:53.228048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-17T20:27:53.240529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-17T20:27:53.240987] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-17T20:27:53.241860] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-17T20:27:53.241915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:53.241947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:53.241975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:53.242033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:53.296460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:53.297264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:53.297377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:53.297431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:53.410268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:53.410421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:53.410462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:53.410490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:53.413894] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2025-12-17T20:27:53.414162] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-17T20:27:53.414285] [INFO ] [sig       ] NMIH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:53.552205] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NMIH.txt
[2025-12-17T20:27:53.552333] [INFO ] [sig       ] [2250/3576] Completed NMIH in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-17T20:27:53.552370] [INFO ] [sig       ] [2251/3576] Forecasting NMM...
[2025-12-17T20:27:53.552400] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-17T20:27:53.552430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-17T20:27:53.563858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-17T20:27:53.564168] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-17T20:27:53.564938] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-17T20:27:53.564989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:53.565020] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:53.565046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:53.565101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:53.620218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:53.620931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:53.621011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:53.621042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:53.736262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:53.736419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:53.736459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:53.736487] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:53.739854] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-17T20:27:53.740121] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-17T20:27:53.740246] [INFO ] [sig       ] NMM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:53.879517] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NMM.txt
[2025-12-17T20:27:53.879688] [INFO ] [sig       ] [2251/3576] Completed NMM in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:53.879736] [INFO ] [sig       ] [2252/3576] Forecasting NMRA...
[2025-12-17T20:27:53.879772] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-17T20:27:53.879809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-17T20:27:53.891661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-17T20:27:53.892030] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-17T20:27:53.892878] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-17T20:27:53.892933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:53.892966] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:53.893006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:53.893064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:53.948718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:53.949492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:53.949594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:53.949636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:54.067209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:54.067350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:54.067387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:54.067414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:54.070733] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=29.06%)
[2025-12-17T20:27:54.071024] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-17T20:27:54.071144] [INFO ] [sig       ] NMRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:54.210532] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NMRA.txt
[2025-12-17T20:27:54.210683] [INFO ] [sig       ] [2252/3576] Completed NMRA in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:54.210730] [INFO ] [sig       ] [2253/3576] Forecasting NMRK...
[2025-12-17T20:27:54.210766] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-17T20:27:54.210801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-17T20:27:54.223386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-17T20:27:54.223698] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-17T20:27:54.224645] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-17T20:27:54.224709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:54.224748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:54.224782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:54.224848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:54.281179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:54.281828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:54.281906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:54.281938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:54.405011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:54.405160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:54.405200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:54.405228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:54.408560] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-17T20:27:54.408893] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-17T20:27:54.409027] [INFO ] [sig       ] NMRK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:54.549464] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NMRK.txt
[2025-12-17T20:27:54.549655] [INFO ] [sig       ] [2253/3576] Completed NMRK in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:54.549710] [INFO ] [sig       ] [2254/3576] Forecasting NN...
[2025-12-17T20:27:54.549752] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-17T20:27:54.549794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-17T20:27:54.561385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-17T20:27:54.561768] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-17T20:27:54.562597] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-17T20:27:54.562650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:54.562682] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:54.562711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:54.562769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:54.618438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:54.619314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:54.619394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:54.619426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:54.737078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:54.737227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:54.737266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:54.737294] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:54.740641] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-17T20:27:54.740939] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-17T20:27:54.741062] [INFO ] [sig       ] NN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:54.887773] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NN.txt
[2025-12-17T20:27:54.888124] [INFO ] [sig       ] [2254/3576] Completed NN in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:54.888163] [INFO ] [sig       ] [2255/3576] Forecasting NNDM...
[2025-12-17T20:27:54.888191] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-17T20:27:54.888221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-17T20:27:54.900621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-17T20:27:54.900992] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-17T20:27:54.901771] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-17T20:27:54.901823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:54.901853] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:54.901879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:54.901934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:54.957798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:54.958651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:54.958732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:54.958765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:55.082452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:55.082625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:55.082667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:55.082696] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:55.086273] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-17T20:27:55.086555] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-17T20:27:55.086715] [INFO ] [sig       ] NNDM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:55.231762] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNDM.txt
[2025-12-17T20:27:55.231906] [INFO ] [sig       ] [2255/3576] Completed NNDM in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:55.231945] [INFO ] [sig       ] [2256/3576] Forecasting NNE...
[2025-12-17T20:27:55.231973] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-17T20:27:55.232010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-17T20:27:55.244238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-17T20:27:55.244557] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-17T20:27:55.245405] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-17T20:27:55.245458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:55.245491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:55.245518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:55.245598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:55.302672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:55.303382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:55.303462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:55.303494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:55.426147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:55.426294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:55.426331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:55.426360] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:55.429672] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-17T20:27:55.429968] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-17T20:27:55.430088] [INFO ] [sig       ] NNE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:55.580774] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNE.txt
[2025-12-17T20:27:55.581144] [INFO ] [sig       ] [2256/3576] Completed NNE in 0.3s | 2.93 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-17T20:27:55.581187] [INFO ] [sig       ] [2257/3576] Forecasting NNI...
[2025-12-17T20:27:55.581218] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-17T20:27:55.581250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-17T20:27:55.594711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-17T20:27:55.595138] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-17T20:27:55.596000] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-17T20:27:55.596054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:55.596113] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:55.596143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:55.596200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:55.654809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:55.655710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:55.655797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:55.655831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:55.774616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:55.774778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:55.774828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:55.774864] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:55.778321] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-17T20:27:55.778610] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-17T20:27:55.778753] [INFO ] [sig       ] NNI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:55.922649] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNI.txt
[2025-12-17T20:27:55.922816] [INFO ] [sig       ] [2257/3576] Completed NNI in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:55.922856] [INFO ] [sig       ] [2258/3576] Forecasting NNN...
[2025-12-17T20:27:55.922886] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-17T20:27:55.922917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-17T20:27:55.934606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-17T20:27:55.934971] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-17T20:27:55.935760] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-17T20:27:55.935813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:55.935845] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:55.935873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:55.935930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:55.992911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:55.993649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:55.993729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:55.993762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:56.112147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:56.112298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:56.112340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:56.112369] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:56.115746] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-17T20:27:56.116017] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-17T20:27:56.116141] [INFO ] [sig       ] NNN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:56.255719] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNN.txt
[2025-12-17T20:27:56.255855] [INFO ] [sig       ] [2258/3576] Completed NNN in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:56.255892] [INFO ] [sig       ] [2259/3576] Forecasting NNOX...
[2025-12-17T20:27:56.255921] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-17T20:27:56.255953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-17T20:27:56.267083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-17T20:27:56.267409] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-17T20:27:56.268203] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-17T20:27:56.268256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:56.268290] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:56.268319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:56.268376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:56.324118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:56.324994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:56.325080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:56.325114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:56.453786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:56.453937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:56.453975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:56.454004] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:56.457348] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-17T20:27:56.457633] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-17T20:27:56.457757] [INFO ] [sig       ] NNOX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:56.597882] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNOX.txt
[2025-12-17T20:27:56.598009] [INFO ] [sig       ] [2259/3576] Completed NNOX in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:56.598048] [INFO ] [sig       ] [2260/3576] Forecasting NNY...
[2025-12-17T20:27:56.598076] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-17T20:27:56.598107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-17T20:27:56.608518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-17T20:27:56.608844] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-17T20:27:56.609620] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-17T20:27:56.609672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:56.609702] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:56.609729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:56.609784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:56.665452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:56.666205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:56.666288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:56.666321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:56.775994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:56.776145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:56.776184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:56.776245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:56.779638] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-17T20:27:56.779944] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-17T20:27:56.780070] [INFO ] [sig       ] NNY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:56.918458] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NNY.txt
[2025-12-17T20:27:56.918613] [INFO ] [sig       ] [2260/3576] Completed NNY in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:56.918656] [INFO ] [sig       ] [2261/3576] Forecasting NOA...
[2025-12-17T20:27:56.918686] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-17T20:27:56.918718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-17T20:27:56.930171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-17T20:27:56.930524] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-17T20:27:56.931336] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-17T20:27:56.931389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:56.931421] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:56.931448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:56.931504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:56.994414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:56.995277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:56.995361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:56.995394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:57.118367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:57.118525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:57.118566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:57.118611] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:57.122021] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=22.03%)
[2025-12-17T20:27:57.122283] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-17T20:27:57.122403] [INFO ] [sig       ] NOA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:57.261092] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NOA.txt
[2025-12-17T20:27:57.261219] [INFO ] [sig       ] [2261/3576] Completed NOA in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:57.261259] [INFO ] [sig       ] [2262/3576] Forecasting NOAH...
[2025-12-17T20:27:57.261287] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-17T20:27:57.261317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-17T20:27:57.272743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-17T20:27:57.273006] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-17T20:27:57.273758] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-17T20:27:57.273810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:57.273841] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:57.273868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:57.273923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:57.328875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:57.329467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:57.329542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:57.329592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:57.447670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:57.447808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:57.447845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:57.447874] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:57.451156] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-17T20:27:57.451418] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-17T20:27:57.451540] [INFO ] [sig       ] NOAH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:57.589787] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NOAH.txt
[2025-12-17T20:27:57.589915] [INFO ] [sig       ] [2262/3576] Completed NOAH in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:57.589958] [INFO ] [sig       ] [2263/3576] Forecasting NODK...
[2025-12-17T20:27:57.589986] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-17T20:27:57.590015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-17T20:27:57.600081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-17T20:27:57.600313] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-17T20:27:57.601088] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-17T20:27:57.601138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:57.601169] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:57.601195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:57.601249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:57.656999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:57.657590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:57.657667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:57.657698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:57.757807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:57.757920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:57.757958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:57.757986] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:57.761156] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=38.56%)
[2025-12-17T20:27:57.761413] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-17T20:27:57.761531] [INFO ] [sig       ] NODK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:57.898818] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NODK.txt
[2025-12-17T20:27:57.898957] [INFO ] [sig       ] [2263/3576] Completed NODK in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:57.898996] [INFO ] [sig       ] [2264/3576] Forecasting NOG...
[2025-12-17T20:27:57.899025] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-17T20:27:57.899054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-17T20:27:57.910336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-17T20:27:57.910607] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-17T20:27:57.911341] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-17T20:27:57.911392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:57.911431] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:57.911457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:57.911513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:57.966094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:57.966714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:57.966793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:57.966826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:58.081352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:58.081501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:58.081540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:58.081584] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:58.084885] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-17T20:27:58.085150] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-17T20:27:58.085280] [INFO ] [sig       ] NOG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:58.234472] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NOG.txt
[2025-12-17T20:27:58.234645] [INFO ] [sig       ] [2264/3576] Completed NOG in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:58.234690] [INFO ] [sig       ] [2265/3576] Forecasting NOMD...
[2025-12-17T20:27:58.234720] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-17T20:27:58.234752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-17T20:27:58.249026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-17T20:27:58.249443] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-17T20:27:58.250483] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-17T20:27:58.250558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:58.250616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:58.250649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:58.250719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:58.306623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:58.307395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:58.307478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:58.307511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:58.423744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:58.423875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:58.423912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:58.423940] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:58.427135] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2025-12-17T20:27:58.427399] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-17T20:27:58.427524] [INFO ] [sig       ] NOMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:58.566256] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NOMD.txt
[2025-12-17T20:27:58.566383] [INFO ] [sig       ] [2265/3576] Completed NOMD in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:58.566423] [INFO ] [sig       ] [2266/3576] Forecasting NOTE...
[2025-12-17T20:27:58.566451] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-17T20:27:58.566481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-17T20:27:58.578077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-17T20:27:58.578431] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-17T20:27:58.579269] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-17T20:27:58.579321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:58.579353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:58.579379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:58.579434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:58.634393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:58.635168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:58.635253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:58.635286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:58.755723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:58.755896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:58.755939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:58.755965] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:58.759412] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=63.25%)
[2025-12-17T20:27:58.759719] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-17T20:27:58.759891] [INFO ] [sig       ] NOTE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:58.901504] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NOTE.txt
[2025-12-17T20:27:58.901660] [INFO ] [sig       ] [2266/3576] Completed NOTE in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:58.901704] [INFO ] [sig       ] [2267/3576] Forecasting NPCE...
[2025-12-17T20:27:58.901734] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-17T20:27:58.901765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-17T20:27:58.913689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-17T20:27:58.914044] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-17T20:27:58.914892] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-17T20:27:58.914946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:58.914982] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:58.915023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:58.915104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:58.974241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:58.975058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:58.975170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:58.975205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:59.095794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:59.095948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:59.095988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:59.096016] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:59.099354] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-17T20:27:59.099638] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-17T20:27:59.099765] [INFO ] [sig       ] NPCE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:27:59.241104] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NPCE.txt
[2025-12-17T20:27:59.241233] [INFO ] [sig       ] [2267/3576] Completed NPCE in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-17T20:27:59.241272] [INFO ] [sig       ] [2268/3576] Forecasting NPFD...
[2025-12-17T20:27:59.241301] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-17T20:27:59.241332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-17T20:27:59.252557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-17T20:27:59.252885] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-17T20:27:59.253650] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-17T20:27:59.253701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:59.253732] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:59.253759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:59.253814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:59.308330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:59.309050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:59.309130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:59.309162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:59.426783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:59.426938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:59.426978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:59.427007] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:59.430462] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-17T20:27:59.430769] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-17T20:27:59.430903] [INFO ] [sig       ] NPFD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:59.573258] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NPFD.txt
[2025-12-17T20:27:59.573393] [INFO ] [sig       ] [2268/3576] Completed NPFD in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:27:59.573453] [INFO ] [sig       ] [2269/3576] Forecasting NPK...
[2025-12-17T20:27:59.573489] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-17T20:27:59.573521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-17T20:27:59.584656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-17T20:27:59.584963] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-17T20:27:59.585768] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-17T20:27:59.585820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:59.585852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:59.585879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:59.585936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:59.642323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:59.643049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:59.643130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:59.643164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:27:59.765663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:27:59.765813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:27:59.765854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:27:59.765883] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:27:59.769247] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-17T20:27:59.769523] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-17T20:27:59.769668] [INFO ] [sig       ] NPK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:27:59.916260] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NPK.txt
[2025-12-17T20:27:59.916391] [INFO ] [sig       ] [2269/3576] Completed NPK in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:27:59.916428] [INFO ] [sig       ] [2270/3576] Forecasting NPO...
[2025-12-17T20:27:59.916459] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-17T20:27:59.916490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-17T20:27:59.927362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-17T20:27:59.927691] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-17T20:27:59.928471] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-17T20:27:59.928520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:27:59.928552] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:27:59.928596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:27:59.928666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:27:59.983223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:27:59.983965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:27:59.984045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:27:59.984076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:00.099950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:00.100079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:00.100119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:00.100149] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:00.103651] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=65.12%)
[2025-12-17T20:28:00.103956] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-17T20:28:00.104102] [INFO ] [sig       ] NPO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:00.247237] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NPO.txt
[2025-12-17T20:28:00.247976] [INFO ] [sig       ] [2270/3576] Completed NPO in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:28:00.248026] [INFO ] [sig       ] [2271/3576] Forecasting NQP...
[2025-12-17T20:28:00.248056] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-17T20:28:00.248085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-17T20:28:00.258911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-17T20:28:00.259198] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-17T20:28:00.259977] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-17T20:28:00.260029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:00.260060] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:00.260086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:00.260141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:00.316034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:00.316763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:00.316842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:00.316876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:00.433132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:00.433267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:00.433306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:00.433337] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:00.436761] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-17T20:28:00.437070] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-17T20:28:00.437193] [INFO ] [sig       ] NQP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:00.576971] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NQP.txt
[2025-12-17T20:28:00.577093] [INFO ] [sig       ] [2271/3576] Completed NQP in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:28:00.577131] [INFO ] [sig       ] [2272/3576] Forecasting NRC...
[2025-12-17T20:28:00.577159] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-17T20:28:00.577190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-17T20:28:00.588095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-17T20:28:00.588375] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-17T20:28:00.589151] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-17T20:28:00.589202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:00.589233] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:00.589260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:00.589316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:00.645591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:00.646215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:00.646293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:00.646325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:00.763727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:00.763847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:00.763899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:00.763928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:00.767184] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=23.18%)
[2025-12-17T20:28:00.767446] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-17T20:28:00.767565] [INFO ] [sig       ] NRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:00.906387] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NRC.txt
[2025-12-17T20:28:00.906513] [INFO ] [sig       ] [2272/3576] Completed NRC in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:28:00.906550] [INFO ] [sig       ] [2273/3576] Forecasting NRDS...
[2025-12-17T20:28:00.906599] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-17T20:28:00.906631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-17T20:28:00.918195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-17T20:28:00.918607] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-17T20:28:00.919436] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-17T20:28:00.919488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:00.919519] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:00.919545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:00.919617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:00.977011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:00.977906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:00.978002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:00.978035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:01.099924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:01.100068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:01.100110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:01.100140] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:01.103570] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-12-17T20:28:01.103861] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-17T20:28:01.103985] [INFO ] [sig       ] NRDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:01.247010] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NRDS.txt
[2025-12-17T20:28:01.247137] [INFO ] [sig       ] [2273/3576] Completed NRDS in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:28:01.247176] [INFO ] [sig       ] [2274/3576] Forecasting NREF...
[2025-12-17T20:28:01.247204] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-17T20:28:01.247234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-17T20:28:01.258816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-17T20:28:01.259153] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-17T20:28:01.259937] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-17T20:28:01.259990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:01.260049] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:01.260079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:01.260136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:01.317204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:01.318089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:01.318193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:01.318226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:01.438513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:01.438679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:01.438718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:01.438746] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:01.442090] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-17T20:28:01.442352] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-17T20:28:01.442477] [INFO ] [sig       ] NREF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:01.582501] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NREF.txt
[2025-12-17T20:28:01.582643] [INFO ] [sig       ] [2274/3576] Completed NREF in 0.3s | 2.93 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-17T20:28:01.582683] [INFO ] [sig       ] [2275/3576] Forecasting NRG...
[2025-12-17T20:28:01.582711] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-17T20:28:01.582745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-17T20:28:01.594173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-17T20:28:01.594488] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-17T20:28:01.595281] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-17T20:28:01.595333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:01.595365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:01.595392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:01.595448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:01.653205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:01.653993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:01.654076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:01.654110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:01.789208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:01.789362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:01.789403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:01.789431] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:01.792828] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-17T20:28:01.793114] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-17T20:28:01.793238] [INFO ] [sig       ] NRG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:01.932217] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NRG.txt
[2025-12-17T20:28:01.932398] [INFO ] [sig       ] [2275/3576] Completed NRG in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:01.932448] [INFO ] [sig       ] [2276/3576] Forecasting NRIM...
[2025-12-17T20:28:01.932484] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-17T20:28:01.932520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-17T20:28:01.943866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-17T20:28:01.944171] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-17T20:28:01.944928] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-17T20:28:01.944980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:01.945023] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:01.945051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:01.945106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:02.000543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:02.001195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:02.001271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:02.001304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:02.124849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:02.125003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:02.125042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:02.125069] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:02.128325] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-17T20:28:02.128605] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-17T20:28:02.128726] [INFO ] [sig       ] NRIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:02.267046] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NRIM.txt
[2025-12-17T20:28:02.267171] [INFO ] [sig       ] [2276/3576] Completed NRIM in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:02.267209] [INFO ] [sig       ] [2277/3576] Forecasting NRIX...
[2025-12-17T20:28:02.267238] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-17T20:28:02.267269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-17T20:28:02.278246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-17T20:28:02.278538] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-17T20:28:02.279332] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-17T20:28:02.279394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:02.279432] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:02.279465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:02.279533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:02.334601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:02.335428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:02.335513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:02.335545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:02.458702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:02.458879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:02.458923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:02.458984] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:02.462324] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2025-12-17T20:28:02.462616] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-17T20:28:02.462745] [INFO ] [sig       ] NRIX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:02.599367] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NRIX.txt
[2025-12-17T20:28:02.599519] [INFO ] [sig       ] [2277/3576] Completed NRIX in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:02.599562] [INFO ] [sig       ] [2278/3576] Forecasting NRK...
[2025-12-17T20:28:02.599623] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-17T20:28:02.599655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-17T20:28:02.610709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-17T20:28:02.611115] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-17T20:28:02.611891] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-17T20:28:02.611943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:02.611975] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:02.612001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:02.612056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:02.666932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:02.667781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:02.667866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:02.667905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:02.782668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:02.782826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:02.782865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:02.782899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:02.786367] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-17T20:28:02.786680] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-17T20:28:02.786810] [INFO ] [sig       ] NRK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:02.927032] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NRK.txt
[2025-12-17T20:28:02.927187] [INFO ] [sig       ] [2278/3576] Completed NRK in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:02.927228] [INFO ] [sig       ] [2279/3576] Forecasting NRP...
[2025-12-17T20:28:02.927257] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-17T20:28:02.927287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-17T20:28:02.938515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-17T20:28:02.938924] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-17T20:28:02.939699] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-17T20:28:02.939750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:02.939781] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:02.939807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:02.939873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:02.995020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:02.995851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:02.995932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:02.995964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:03.116858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:03.117013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:03.117052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:03.117081] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:03.120387] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-17T20:28:03.120686] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-17T20:28:03.120814] [INFO ] [sig       ] NRP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:03.261041] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NRP.txt
[2025-12-17T20:28:03.261167] [INFO ] [sig       ] [2279/3576] Completed NRP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:03.261205] [INFO ] [sig       ] [2280/3576] Forecasting NRXP...
[2025-12-17T20:28:03.261243] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-17T20:28:03.261276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-17T20:28:03.272276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-17T20:28:03.272536] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-17T20:28:03.273280] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-17T20:28:03.273330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:03.273359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:03.273385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:03.273439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:03.328214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:03.328836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:03.328927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:03.328959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:03.443474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:03.443632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:03.443672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:03.443700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:03.446999] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-17T20:28:03.447271] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-17T20:28:03.447396] [INFO ] [sig       ] NRXP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:03.589232] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NRXP.txt
[2025-12-17T20:28:03.589364] [INFO ] [sig       ] [2280/3576] Completed NRXP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:03.589402] [INFO ] [sig       ] [2281/3576] Forecasting NSC...
[2025-12-17T20:28:03.589430] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-17T20:28:03.589459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-17T20:28:03.601068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-17T20:28:03.601352] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-17T20:28:03.602169] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-17T20:28:03.602222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:03.602253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:03.602280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:03.602335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:03.657632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:03.658273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:03.658349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:03.658381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:03.778341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:03.778493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:03.778532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:03.778561] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:03.781884] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2025-12-17T20:28:03.782148] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-17T20:28:03.782269] [INFO ] [sig       ] NSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:03.921205] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NSC.txt
[2025-12-17T20:28:03.921325] [INFO ] [sig       ] [2281/3576] Completed NSC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:03.921364] [INFO ] [sig       ] [2282/3576] Forecasting NSP...
[2025-12-17T20:28:03.921392] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-17T20:28:03.921421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-17T20:28:03.932524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-17T20:28:03.932812] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-17T20:28:03.933602] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-17T20:28:03.933653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:03.933684] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:03.933711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:03.933766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:03.989531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:03.990178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:03.990252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:03.990284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:04.114096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:04.114251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:04.114289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:04.114318] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:04.117658] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-17T20:28:04.117922] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-17T20:28:04.118043] [INFO ] [sig       ] NSP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:04.257867] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NSP.txt
[2025-12-17T20:28:04.257985] [INFO ] [sig       ] [2282/3576] Completed NSP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:04.258031] [INFO ] [sig       ] [2283/3576] Forecasting NSSC...
[2025-12-17T20:28:04.258060] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-17T20:28:04.258089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-17T20:28:04.272965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-17T20:28:04.273374] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-17T20:28:04.274370] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-17T20:28:04.274432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:04.274471] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:04.274507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:04.274611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:04.337357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:04.338203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:04.338285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:04.338317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:04.461082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:04.461237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:04.461277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:04.461320] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:04.464602] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-12-17T20:28:04.464866] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-17T20:28:04.464991] [INFO ] [sig       ] NSSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:04.607378] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NSSC.txt
[2025-12-17T20:28:04.607502] [INFO ] [sig       ] [2283/3576] Completed NSSC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:04.607541] [INFO ] [sig       ] [2284/3576] Forecasting NTAP...
[2025-12-17T20:28:04.607585] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-17T20:28:04.607620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-17T20:28:04.619098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-17T20:28:04.619375] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-17T20:28:04.620146] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-17T20:28:04.620196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:04.620227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:04.620255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:04.620314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:04.675862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:04.676438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:04.676537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:04.676570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:04.796275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:04.796409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:04.796448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:04.796476] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:04.799810] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-17T20:28:04.800107] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-17T20:28:04.800229] [INFO ] [sig       ] NTAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:04.939121] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTAP.txt
[2025-12-17T20:28:04.939248] [INFO ] [sig       ] [2284/3576] Completed NTAP in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:04.939287] [INFO ] [sig       ] [2285/3576] Forecasting NTB...
[2025-12-17T20:28:04.939316] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-17T20:28:04.939347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-17T20:28:04.950394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-17T20:28:04.950681] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-17T20:28:04.951437] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-17T20:28:04.951490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:04.951532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:04.951559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:04.951634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:05.007814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:05.008407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:05.008487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:05.008521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:05.123301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:05.123456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:05.123497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:05.123524] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:05.126837] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-12-17T20:28:05.127121] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-17T20:28:05.127252] [INFO ] [sig       ] NTB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:05.266127] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTB.txt
[2025-12-17T20:28:05.266250] [INFO ] [sig       ] [2285/3576] Completed NTB in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-17T20:28:05.266287] [INFO ] [sig       ] [2286/3576] Forecasting NTES...
[2025-12-17T20:28:05.266316] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-17T20:28:05.266349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-17T20:28:05.277741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-17T20:28:05.278019] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-17T20:28:05.278757] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-17T20:28:05.278808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:05.278838] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:05.278887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:05.278948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:05.333689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:05.334273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:05.334348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:05.334380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:05.456821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:05.456975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:05.457015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:05.457044] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:05.460411] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=37.57%)
[2025-12-17T20:28:05.460701] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-17T20:28:05.460826] [INFO ] [sig       ] NTES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:05.598130] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NTES.txt
[2025-12-17T20:28:05.598262] [INFO ] [sig       ] [2286/3576] Completed NTES in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:05.598300] [INFO ] [sig       ] [2287/3576] Forecasting NTIC...
[2025-12-17T20:28:05.598328] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-17T20:28:05.598357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-17T20:28:05.609615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-17T20:28:05.609936] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-17T20:28:05.610724] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-17T20:28:05.610776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:05.610807] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:05.610833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:05.610899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:05.665267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:05.666010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:05.666091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:05.666123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:05.774489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:05.774666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:05.774706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:05.774736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:05.778409] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-17T20:28:05.778718] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-17T20:28:05.778887] [INFO ] [sig       ] NTIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:05.917814] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NTIC.txt
[2025-12-17T20:28:05.917967] [INFO ] [sig       ] [2287/3576] Completed NTIC in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:05.918006] [INFO ] [sig       ] [2288/3576] Forecasting NTLA...
[2025-12-17T20:28:05.918036] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-17T20:28:05.918067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-17T20:28:05.929627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-17T20:28:05.929947] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-17T20:28:05.930746] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-17T20:28:05.930797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:05.930829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:05.930855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:05.930915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:05.988932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:05.989715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:05.989795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:05.989827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:06.112327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:06.112482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:06.112519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:06.112547] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:06.115836] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-12-17T20:28:06.116104] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-17T20:28:06.116225] [INFO ] [sig       ] NTLA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:06.255967] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTLA.txt
[2025-12-17T20:28:06.256110] [INFO ] [sig       ] [2288/3576] Completed NTLA in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:06.256149] [INFO ] [sig       ] [2289/3576] Forecasting NTNX...
[2025-12-17T20:28:06.256179] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-17T20:28:06.256209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-17T20:28:06.267377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-17T20:28:06.267708] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-17T20:28:06.268484] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-17T20:28:06.268546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:06.268598] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:06.268628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:06.268682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:06.324030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:06.324719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:06.324797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:06.324828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:06.443765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:06.443916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:06.443967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:06.444012] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:06.447348] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=77.27%)
[2025-12-17T20:28:06.447629] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-17T20:28:06.447752] [INFO ] [sig       ] NTNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:06.585234] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTNX.txt
[2025-12-17T20:28:06.585365] [INFO ] [sig       ] [2289/3576] Completed NTNX in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:06.585403] [INFO ] [sig       ] [2290/3576] Forecasting NTRA...
[2025-12-17T20:28:06.585432] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-17T20:28:06.585463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-17T20:28:06.596906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-17T20:28:06.597225] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-17T20:28:06.597985] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-17T20:28:06.598036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:06.598068] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:06.598094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:06.598149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:06.652485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:06.653266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:06.653346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:06.653380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:06.771726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:06.771881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:06.771923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:06.771953] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:06.775318] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-17T20:28:06.775610] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-17T20:28:06.775738] [INFO ] [sig       ] NTRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:06.914671] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NTRA.txt
[2025-12-17T20:28:06.914813] [INFO ] [sig       ] [2290/3576] Completed NTRA in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:06.914852] [INFO ] [sig       ] [2291/3576] Forecasting NTRB...
[2025-12-17T20:28:06.914881] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-17T20:28:06.914911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-17T20:28:06.926120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-17T20:28:06.926456] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-17T20:28:06.927320] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-17T20:28:06.927375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:06.927435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:06.927464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:06.927523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:06.982760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:06.983548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:06.983647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:06.983680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:07.097190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:07.097338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:07.097376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:07.097403] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:07.100827] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=50.39%)
[2025-12-17T20:28:07.101135] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-17T20:28:07.101264] [INFO ] [sig       ] NTRB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:07.241159] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTRB.txt
[2025-12-17T20:28:07.241311] [INFO ] [sig       ] [2291/3576] Completed NTRB in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:07.241352] [INFO ] [sig       ] [2292/3576] Forecasting NTRS...
[2025-12-17T20:28:07.241381] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-17T20:28:07.241411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-17T20:28:07.253125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-17T20:28:07.253423] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-17T20:28:07.254222] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-17T20:28:07.254273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:07.254304] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:07.254330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:07.254386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:07.309751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:07.310434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:07.310514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:07.310545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:07.430653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:07.430805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:07.430844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:07.430872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:07.434146] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2025-12-17T20:28:07.434408] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-17T20:28:07.434528] [INFO ] [sig       ] NTRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:07.571779] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTRS.txt
[2025-12-17T20:28:07.571922] [INFO ] [sig       ] [2292/3576] Completed NTRS in 0.3s | 2.93 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-17T20:28:07.571961] [INFO ] [sig       ] [2293/3576] Forecasting NTRSO...
[2025-12-17T20:28:07.571991] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-17T20:28:07.572020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-17T20:28:07.583828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-17T20:28:07.584154] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-17T20:28:07.584955] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-17T20:28:07.585008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:07.585047] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:07.585074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:07.585131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:07.646038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:07.646801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:07.646883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:07.646916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:07.772348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:07.772500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:07.772540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:07.772569] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:07.776361] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=87.57%)
[2025-12-17T20:28:07.776655] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-17T20:28:07.776783] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:07.918382] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NTRSO.txt
[2025-12-17T20:28:07.918514] [INFO ] [sig       ] [2293/3576] Completed NTRSO in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:07.918553] [INFO ] [sig       ] [2294/3576] Forecasting NUKK...
[2025-12-17T20:28:07.918600] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-17T20:28:07.918633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-17T20:28:07.929703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-17T20:28:07.929979] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-17T20:28:07.930732] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-17T20:28:07.930784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:07.930815] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:07.930842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:07.930898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:07.985897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:07.986775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:07.986856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:07.986888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:08.105377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:08.105536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:08.105591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:08.105650] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:08.108975] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-17T20:28:08.109243] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-17T20:28:08.109368] [INFO ] [sig       ] NUKK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:08.250471] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NUKK.txt
[2025-12-17T20:28:08.250634] [INFO ] [sig       ] [2294/3576] Completed NUKK in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:08.250677] [INFO ] [sig       ] [2295/3576] Forecasting NUS...
[2025-12-17T20:28:08.250706] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-17T20:28:08.250737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-17T20:28:08.262468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-17T20:28:08.262785] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-17T20:28:08.263530] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-17T20:28:08.263598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:08.263632] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:08.263659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:08.263719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:08.319926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:08.320636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:08.320713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:08.320745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:08.444455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:08.444625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:08.444665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:08.444693] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:08.447982] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=99.80%)
[2025-12-17T20:28:08.448255] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-17T20:28:08.448375] [INFO ] [sig       ] NUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:08.588328] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NUS.txt
[2025-12-17T20:28:08.588462] [INFO ] [sig       ] [2295/3576] Completed NUS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:08.588500] [INFO ] [sig       ] [2296/3576] Forecasting NUTX...
[2025-12-17T20:28:08.588528] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-17T20:28:08.588558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-17T20:28:08.599771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-17T20:28:08.600072] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-17T20:28:08.600837] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-17T20:28:08.600888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:08.600920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:08.600946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:08.601017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:08.657798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:08.658667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:08.658745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:08.658777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:08.779209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:08.779365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:08.779406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:08.779434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:08.782778] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-17T20:28:08.783041] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-17T20:28:08.783161] [INFO ] [sig       ] NUTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:08.922558] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NUTX.txt
[2025-12-17T20:28:08.922710] [INFO ] [sig       ] [2296/3576] Completed NUTX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:08.922748] [INFO ] [sig       ] [2297/3576] Forecasting NUVB...
[2025-12-17T20:28:08.922777] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-17T20:28:08.922808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-17T20:28:08.934048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-17T20:28:08.934340] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-17T20:28:08.935118] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-17T20:28:08.935173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:08.935203] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:08.935229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:08.935284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:08.991825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:08.992673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:08.992753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:08.992786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:09.116842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:09.116989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:09.117032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:09.117066] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:09.120470] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=89.51%)
[2025-12-17T20:28:09.120752] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-17T20:28:09.120877] [INFO ] [sig       ] NUVB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:09.262627] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NUVB.txt
[2025-12-17T20:28:09.262779] [INFO ] [sig       ] [2297/3576] Completed NUVB in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:09.262818] [INFO ] [sig       ] [2298/3576] Forecasting NUVL...
[2025-12-17T20:28:09.262849] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-17T20:28:09.262879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-17T20:28:09.274512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-17T20:28:09.274871] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-17T20:28:09.275693] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-17T20:28:09.275747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:09.275780] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:09.275807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:09.275864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:09.333208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:09.334038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:09.334122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:09.334156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:09.452101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:09.452256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:09.452295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:09.452323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:09.455685] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-17T20:28:09.455949] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-17T20:28:09.456070] [INFO ] [sig       ] NUVL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:09.597014] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NUVL.txt
[2025-12-17T20:28:09.597165] [INFO ] [sig       ] [2298/3576] Completed NUVL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:09.597213] [INFO ] [sig       ] [2299/3576] Forecasting NUWE...
[2025-12-17T20:28:09.597244] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-17T20:28:09.597273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-17T20:28:09.609120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-17T20:28:09.609512] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-17T20:28:09.610401] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-17T20:28:09.610454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:09.610487] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:09.610514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:09.610593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:09.668737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:09.669530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:09.669628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:09.669664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:09.788336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:09.788489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:09.788528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:09.788556] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:09.791956] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=30.97%)
[2025-12-17T20:28:09.792229] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-17T20:28:09.792352] [INFO ] [sig       ] NUWE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:09.931919] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NUWE.txt
[2025-12-17T20:28:09.932069] [INFO ] [sig       ] [2299/3576] Completed NUWE in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:09.932110] [INFO ] [sig       ] [2300/3576] Forecasting NVAX...
[2025-12-17T20:28:09.932138] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-17T20:28:09.932168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-17T20:28:09.943887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-17T20:28:09.944220] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-17T20:28:09.945053] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-17T20:28:09.945129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:09.945169] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:09.945203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:09.945260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:10.000971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:10.001701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:10.001779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:10.001811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:10.119792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:10.119952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:10.119993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:10.120021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:10.123432] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-17T20:28:10.123754] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-17T20:28:10.123886] [INFO ] [sig       ] NVAX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:10.264944] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NVAX.txt
[2025-12-17T20:28:10.265110] [INFO ] [sig       ] [2300/3576] Completed NVAX in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:10.265168] [INFO ] [sig       ] [2301/3576] Forecasting NVD...
[2025-12-17T20:28:10.265201] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-17T20:28:10.265235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-17T20:28:10.276775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-17T20:28:10.277114] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-17T20:28:10.277928] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-17T20:28:10.277981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:10.278013] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:10.278042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:10.278098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:10.335255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:10.336059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:10.336176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:10.336236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:10.451198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:10.451389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:10.451430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:10.451458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:10.454822] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=21.14%)
[2025-12-17T20:28:10.455097] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-17T20:28:10.455219] [INFO ] [sig       ] NVD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:10.600308] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVD.txt
[2025-12-17T20:28:10.600479] [INFO ] [sig       ] [2301/3576] Completed NVD in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:10.600523] [INFO ] [sig       ] [2302/3576] Forecasting NVDA...
[2025-12-17T20:28:10.600555] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-17T20:28:10.600613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-17T20:28:10.613656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-17T20:28:10.614013] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-17T20:28:10.614795] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-17T20:28:10.614848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:10.614880] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:10.614909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:10.614988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:10.675868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:10.676669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:10.676751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:10.676783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:10.803415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:10.803565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:10.803624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:10.803652] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:10.806952] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=53.02%)
[2025-12-17T20:28:10.807218] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-17T20:28:10.807339] [INFO ] [sig       ] NVDA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:10.943434] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NVDA.txt
[2025-12-17T20:28:10.943540] [INFO ] [sig       ] [2302/3576] Completed NVDA in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-17T20:28:10.943593] [INFO ] [sig       ] [2303/3576] Forecasting NVDD...
[2025-12-17T20:28:10.943624] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-17T20:28:10.943655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-17T20:28:10.954947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-17T20:28:10.955198] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-17T20:28:10.955938] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-17T20:28:10.955989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:10.956021] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:10.956047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:10.956102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:11.011445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:11.012021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:11.012097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:11.012128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:11.132247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:11.132386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:11.132426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:11.132454] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:11.135732] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-17T20:28:11.136014] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-17T20:28:11.136137] [INFO ] [sig       ] NVDD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:11.272071] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVDD.txt
[2025-12-17T20:28:11.272193] [INFO ] [sig       ] [2303/3576] Completed NVDD in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:11.272237] [INFO ] [sig       ] [2304/3576] Forecasting NVDL...
[2025-12-17T20:28:11.272267] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-17T20:28:11.272297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-17T20:28:11.283395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-17T20:28:11.283675] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-17T20:28:11.284400] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-17T20:28:11.284450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:11.284482] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:11.284508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:11.284563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:11.338863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:11.339459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:11.339536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:11.339567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:11.459194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:11.459346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:11.459386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:11.459414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:11.462800] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-12-17T20:28:11.463077] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-17T20:28:11.463222] [INFO ] [sig       ] NVDL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:11.600784] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVDL.txt
[2025-12-17T20:28:11.600948] [INFO ] [sig       ] [2304/3576] Completed NVDL in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:11.600987] [INFO ] [sig       ] [2305/3576] Forecasting NVDS...
[2025-12-17T20:28:11.601016] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-17T20:28:11.601049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-17T20:28:11.612194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-17T20:28:11.612703] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-17T20:28:11.613435] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-17T20:28:11.613486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:11.613517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:11.613544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:11.613618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:11.668970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:11.669702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:11.669778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:11.669811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:11.795156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:11.795344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:11.795390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:11.795423] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:11.800374] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-17T20:28:11.801064] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-17T20:28:11.801286] [INFO ] [sig       ] NVDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:11.946704] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVDS.txt
[2025-12-17T20:28:11.946829] [INFO ] [sig       ] [2305/3576] Completed NVDS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:11.946867] [INFO ] [sig       ] [2306/3576] Forecasting NVEC...
[2025-12-17T20:28:11.946896] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-17T20:28:11.946926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-17T20:28:11.957985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-17T20:28:11.958250] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-17T20:28:11.959198] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-17T20:28:11.959257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:11.959289] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:11.959317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:11.959373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:12.016341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:12.017341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:12.017427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:12.017460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:12.133544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:12.133723] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:28:12.133764] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:12.133794] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:12.137331] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-17T20:28:12.137631] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-17T20:28:12.137759] [INFO ] [sig       ] NVEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:12.282051] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NVEC.txt
[2025-12-17T20:28:12.282204] [INFO ] [sig       ] [2306/3576] Completed NVEC in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:12.282243] [INFO ] [sig       ] [2307/3576] Forecasting NVG...
[2025-12-17T20:28:12.282271] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-17T20:28:12.282301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-17T20:28:12.293828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-17T20:28:12.294185] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-17T20:28:12.294960] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-17T20:28:12.295012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:12.295044] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:12.295070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:12.295125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:12.352493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:12.353345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:12.353429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:12.353463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:12.479304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:12.479461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:12.479538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:12.479587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:12.482916] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-17T20:28:12.483186] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-17T20:28:12.483308] [INFO ] [sig       ] NVG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:12.622082] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVG.txt
[2025-12-17T20:28:12.622235] [INFO ] [sig       ] [2307/3576] Completed NVG in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:12.622275] [INFO ] [sig       ] [2308/3576] Forecasting NVGS...
[2025-12-17T20:28:12.622304] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-17T20:28:12.622334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-17T20:28:12.634282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-17T20:28:12.634643] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-17T20:28:12.635380] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-17T20:28:12.635430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:12.635503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:12.635531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:12.635603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:12.691050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:12.691915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:12.691994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:12.692027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:12.818190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:12.818346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:12.818386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:12.818414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:12.821745] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-17T20:28:12.822018] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-17T20:28:12.822137] [INFO ] [sig       ] NVGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:12.966700] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVGS.txt
[2025-12-17T20:28:12.966829] [INFO ] [sig       ] [2308/3576] Completed NVGS in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:12.966869] [INFO ] [sig       ] [2309/3576] Forecasting NVMI...
[2025-12-17T20:28:12.966900] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-17T20:28:12.966929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-17T20:28:12.978329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-17T20:28:12.978631] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-17T20:28:12.979392] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-17T20:28:12.979443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:12.979474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:12.979501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:12.979556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:13.034752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:13.035379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:13.035457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:13.035490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:13.151907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:13.152040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:13.152080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:13.152108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:13.155343] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=15.94%)
[2025-12-17T20:28:13.155621] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-17T20:28:13.155743] [INFO ] [sig       ] NVMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:13.300717] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVMI.txt
[2025-12-17T20:28:13.300869] [INFO ] [sig       ] [2309/3576] Completed NVMI in 0.3s | 2.93 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-17T20:28:13.300908] [INFO ] [sig       ] [2310/3576] Forecasting NVO...
[2025-12-17T20:28:13.300938] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-17T20:28:13.300969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-17T20:28:13.312707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-17T20:28:13.312980] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-17T20:28:13.313743] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-17T20:28:13.313794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:13.313826] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:13.313853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:13.313908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:13.368425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:13.369098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:13.369176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:13.369208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:13.490170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:13.490332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:13.490379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:13.490409] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:13.493736] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-17T20:28:13.494003] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-17T20:28:13.494123] [INFO ] [sig       ] NVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:13.632216] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVO.txt
[2025-12-17T20:28:13.632355] [INFO ] [sig       ] [2310/3576] Completed NVO in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:13.632393] [INFO ] [sig       ] [2311/3576] Forecasting NVRI...
[2025-12-17T20:28:13.632422] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-17T20:28:13.632452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-17T20:28:13.644096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-17T20:28:13.644372] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-17T20:28:13.645142] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-17T20:28:13.645204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:13.645252] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:13.645285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:13.645346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:13.703199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:13.703927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:13.704009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:13.704043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:13.825586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:13.825735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:13.825775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:13.825833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:13.829200] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-17T20:28:13.829480] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-17T20:28:13.829623] [INFO ] [sig       ] NVRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:13.979379] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NVRI.txt
[2025-12-17T20:28:13.979539] [INFO ] [sig       ] [2311/3576] Completed NVRI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:13.979599] [INFO ] [sig       ] [2312/3576] Forecasting NVS...
[2025-12-17T20:28:13.979631] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-17T20:28:13.979662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-17T20:28:13.991202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-17T20:28:13.991522] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-17T20:28:13.992291] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-17T20:28:13.992343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:13.992374] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:13.992400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:13.992455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:14.048661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:14.049532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:14.049633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:14.049668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:14.170051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:14.170215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:14.170264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:14.170300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:14.173749] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-17T20:28:14.174026] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-17T20:28:14.174158] [INFO ] [sig       ] NVS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:14.319344] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NVS.txt
[2025-12-17T20:28:14.319472] [INFO ] [sig       ] [2312/3576] Completed NVS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:14.319510] [INFO ] [sig       ] [2313/3576] Forecasting NVTS...
[2025-12-17T20:28:14.319539] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-17T20:28:14.319587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-17T20:28:14.330358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-17T20:28:14.330682] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-17T20:28:14.331465] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-17T20:28:14.331516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:14.331547] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:14.331595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:14.331654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:14.387968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:14.388767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:14.388847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:14.388900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:14.502842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:14.502995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:14.503035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:14.503065] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:14.506471] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-17T20:28:14.506761] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-17T20:28:14.506894] [INFO ] [sig       ] NVTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:14.652053] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVTS.txt
[2025-12-17T20:28:14.652216] [INFO ] [sig       ] [2313/3576] Completed NVTS in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:14.652257] [INFO ] [sig       ] [2314/3576] Forecasting NVX...
[2025-12-17T20:28:14.652289] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-17T20:28:14.652320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-17T20:28:14.664141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-17T20:28:14.664524] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-17T20:28:14.665327] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-17T20:28:14.665392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:14.665438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:14.665467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:14.665524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:14.721310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:14.722024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:14.722106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:14.722139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:14.841683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:14.841834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:14.841872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:14.841899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:14.845217] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: DOWN (p=49.92%)
[2025-12-17T20:28:14.845498] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-17T20:28:14.845634] [INFO ] [sig       ] NVX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:14.987763] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NVX.txt
[2025-12-17T20:28:14.987909] [INFO ] [sig       ] [2314/3576] Completed NVX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:14.987958] [INFO ] [sig       ] [2315/3576] Forecasting NWBI...
[2025-12-17T20:28:14.987989] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-17T20:28:14.988020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-17T20:28:14.999719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-17T20:28:15.000057] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-17T20:28:15.000886] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-17T20:28:15.000940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:15.000973] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:15.001000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:15.001056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:15.060873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:15.061655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:15.061738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:15.061799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:15.181908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:15.182061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:15.182102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:15.182132] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:15.185615] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-17T20:28:15.185910] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-17T20:28:15.186043] [INFO ] [sig       ] NWBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:15.329235] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NWBI.txt
[2025-12-17T20:28:15.329361] [INFO ] [sig       ] [2315/3576] Completed NWBI in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:15.329399] [INFO ] [sig       ] [2316/3576] Forecasting NWE...
[2025-12-17T20:28:15.329428] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-17T20:28:15.329457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-17T20:28:15.340396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-17T20:28:15.340718] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-17T20:28:15.341455] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-17T20:28:15.341506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:15.341537] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:15.341564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:15.341639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:15.397333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:15.397938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:15.398017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:15.398048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:15.515713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:15.515865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:15.515904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:15.515932] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:15.519306] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-17T20:28:15.519593] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-17T20:28:15.519733] [INFO ] [sig       ] NWE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:15.659357] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NWE.txt
[2025-12-17T20:28:15.659481] [INFO ] [sig       ] [2316/3576] Completed NWE in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:15.659518] [INFO ] [sig       ] [2317/3576] Forecasting NWFL...
[2025-12-17T20:28:15.659548] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-17T20:28:15.659596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-17T20:28:15.670455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-17T20:28:15.670812] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-17T20:28:15.671637] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-17T20:28:15.671689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:15.671722] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:15.671750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:15.671806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:15.728229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:15.728905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:15.728983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:15.729015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:15.841088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:15.841262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:15.841315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:15.841350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:15.844916] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-17T20:28:15.845194] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-17T20:28:15.845340] [INFO ] [sig       ] NWFL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:15.991316] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NWFL.txt
[2025-12-17T20:28:15.991453] [INFO ] [sig       ] [2317/3576] Completed NWFL in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:15.991493] [INFO ] [sig       ] [2318/3576] Forecasting NWG...
[2025-12-17T20:28:15.991522] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-17T20:28:15.991553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-17T20:28:16.002971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-17T20:28:16.003316] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-17T20:28:16.004098] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-17T20:28:16.004150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:16.004181] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:16.004208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:16.004274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:16.063463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:16.064431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:16.064563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:16.064623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:16.185349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:16.185504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:16.185543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:16.185606] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:16.188901] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-17T20:28:16.189166] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-17T20:28:16.189287] [INFO ] [sig       ] NWG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:16.333491] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NWG.txt
[2025-12-17T20:28:16.333631] [INFO ] [sig       ] [2318/3576] Completed NWG in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:16.333671] [INFO ] [sig       ] [2319/3576] Forecasting NWL...
[2025-12-17T20:28:16.333701] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-17T20:28:16.333732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-17T20:28:16.344822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-17T20:28:16.345115] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-17T20:28:16.345906] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-17T20:28:16.345958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:16.345990] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:16.346017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:16.346074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:16.401604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:16.402187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:16.402262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:16.402293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:16.528494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:16.528694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:16.528756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:16.528803] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:16.533676] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-17T20:28:16.534033] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-17T20:28:16.534198] [INFO ] [sig       ] NWL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:16.686817] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NWL.txt
[2025-12-17T20:28:16.686969] [INFO ] [sig       ] [2319/3576] Completed NWL in 0.4s | 2.93 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-17T20:28:16.687010] [INFO ] [sig       ] [2320/3576] Forecasting NWPX...
[2025-12-17T20:28:16.687039] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-17T20:28:16.687068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-17T20:28:16.698199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-17T20:28:16.698548] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-17T20:28:16.699347] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-17T20:28:16.699398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:16.699429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:16.699455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:16.699510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:16.754330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:16.755215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:16.755297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:16.755344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:16.877130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:16.877292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:16.877339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:16.877370] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:16.880764] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-17T20:28:16.881030] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-17T20:28:16.881154] [INFO ] [sig       ] NWPX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:17.024024] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NWPX.txt
[2025-12-17T20:28:17.024178] [INFO ] [sig       ] [2320/3576] Completed NWPX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:17.024224] [INFO ] [sig       ] [2321/3576] Forecasting NWS...
[2025-12-17T20:28:17.024260] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-17T20:28:17.024296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-17T20:28:17.035826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-17T20:28:17.036214] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-17T20:28:17.037087] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-17T20:28:17.037141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:17.037174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:17.037202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:17.037259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:17.093254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:17.094121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:17.094205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:17.094237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:17.215850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:17.216006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:17.216047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:17.216078] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:17.223674] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-17T20:28:17.224048] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-17T20:28:17.224207] [INFO ] [sig       ] NWS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:17.381148] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NWS.txt
[2025-12-17T20:28:17.381403] [INFO ] [sig       ] [2321/3576] Completed NWS in 0.4s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:17.381465] [INFO ] [sig       ] [2322/3576] Forecasting NWSA...
[2025-12-17T20:28:17.381506] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-17T20:28:17.381558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-17T20:28:17.392952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-17T20:28:17.393315] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-17T20:28:17.394138] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-17T20:28:17.394192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:17.394225] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:17.394275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:17.394336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:17.450172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:17.451041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:17.451145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:17.451177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:17.573559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:17.573746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:17.573793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:17.573828] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:17.577337] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-17T20:28:17.577684] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-17T20:28:17.577824] [INFO ] [sig       ] NWSA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:17.731304] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NWSA.txt
[2025-12-17T20:28:17.731459] [INFO ] [sig       ] [2322/3576] Completed NWSA in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:17.731497] [INFO ] [sig       ] [2323/3576] Forecasting NX...
[2025-12-17T20:28:17.731526] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-17T20:28:17.731556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-17T20:28:17.743143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-17T20:28:17.743561] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-17T20:28:17.744416] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-17T20:28:17.744470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:17.744501] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:17.744528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:17.744608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:17.801724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:17.802561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:17.802662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:17.802694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:17.925129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:17.925284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:17.925323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:17.925350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:17.928647] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=54.73%)
[2025-12-17T20:28:17.928944] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-17T20:28:17.929067] [INFO ] [sig       ] NX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:18.066221] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NX.txt
[2025-12-17T20:28:18.066373] [INFO ] [sig       ] [2323/3576] Completed NX in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:18.066414] [INFO ] [sig       ] [2324/3576] Forecasting NXC...
[2025-12-17T20:28:18.066444] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-17T20:28:18.066474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-17T20:28:18.077432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-17T20:28:18.077790] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-17T20:28:18.078550] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-17T20:28:18.078620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:18.078653] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:18.078679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:18.078735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:18.134258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:18.135118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:18.135201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:18.135233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:18.239550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:18.239906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:18.239946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:18.239973] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:18.243504] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2025-12-17T20:28:18.243805] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-17T20:28:18.243931] [INFO ] [sig       ] NXC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:18.385335] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NXC.txt
[2025-12-17T20:28:18.385459] [INFO ] [sig       ] [2324/3576] Completed NXC in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:18.385497] [INFO ] [sig       ] [2325/3576] Forecasting NXE...
[2025-12-17T20:28:18.385526] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-17T20:28:18.385556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-17T20:28:18.396734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-17T20:28:18.397025] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-17T20:28:18.397868] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-17T20:28:18.397921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:18.397988] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:18.398029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:18.398110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:18.454980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:18.455609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:18.455688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:18.455720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:18.572868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:18.572972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:18.573009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:18.573037] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:18.576146] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-17T20:28:18.576404] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-17T20:28:18.576526] [INFO ] [sig       ] NXE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:18.719282] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NXE.txt
[2025-12-17T20:28:18.719424] [INFO ] [sig       ] [2325/3576] Completed NXE in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:18.719464] [INFO ] [sig       ] [2326/3576] Forecasting NXG...
[2025-12-17T20:28:18.719494] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-17T20:28:18.719525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-17T20:28:18.730707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-17T20:28:18.731002] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-17T20:28:18.731854] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-17T20:28:18.731905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:18.731938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:18.731965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:18.732022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:18.788194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:18.788795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:18.788888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:18.788920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:18.906020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:18.906153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:18.906192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:18.906219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:18.909513] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-12-17T20:28:18.909792] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-17T20:28:18.909912] [INFO ] [sig       ] NXG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:19.048869] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NXG.txt
[2025-12-17T20:28:19.048996] [INFO ] [sig       ] [2326/3576] Completed NXG in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:19.049034] [INFO ] [sig       ] [2327/3576] Forecasting NXGL...
[2025-12-17T20:28:19.049063] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-17T20:28:19.049092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-17T20:28:19.060512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-17T20:28:19.060861] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-17T20:28:19.061671] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-17T20:28:19.061724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:19.061757] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:19.061784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:19.061841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:19.118714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:19.119694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:19.119779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:19.119812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:19.235838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:19.235994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:19.236035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:19.236099] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:19.239523] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-12-17T20:28:19.239820] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-17T20:28:19.239946] [INFO ] [sig       ] NXGL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:19.378758] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NXGL.txt
[2025-12-17T20:28:19.378908] [INFO ] [sig       ] [2327/3576] Completed NXGL in 0.3s | 2.93 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-17T20:28:19.378950] [INFO ] [sig       ] [2328/3576] Forecasting NXP...
[2025-12-17T20:28:19.378981] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-17T20:28:19.379014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-17T20:28:19.390549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-17T20:28:19.390871] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-17T20:28:19.391661] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-17T20:28:19.391713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:19.391745] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:19.391771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:19.391826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:19.447800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:19.448430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:19.448510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:19.448544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:19.570801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:19.570949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:19.570990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:19.571049] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:19.574492] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-17T20:28:19.574791] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-17T20:28:19.574929] [INFO ] [sig       ] NXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:19.717642] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NXP.txt
[2025-12-17T20:28:19.717789] [INFO ] [sig       ] [2328/3576] Completed NXP in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:19.717828] [INFO ] [sig       ] [2329/3576] Forecasting NXPI...
[2025-12-17T20:28:19.717858] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-17T20:28:19.717889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-17T20:28:19.729270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-17T20:28:19.729595] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-17T20:28:19.730399] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-17T20:28:19.730463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:19.730495] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:19.730521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:19.730599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:19.789534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:19.790284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:19.790367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:19.790401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:19.916661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:19.916814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:19.916855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:19.916883] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:19.920307] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=19.37%)
[2025-12-17T20:28:19.920634] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-17T20:28:19.920769] [INFO ] [sig       ] NXPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:20.074268] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NXPI.txt
[2025-12-17T20:28:20.074440] [INFO ] [sig       ] [2329/3576] Completed NXPI in 0.4s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:20.074480] [INFO ] [sig       ] [2330/3576] Forecasting NYXH...
[2025-12-17T20:28:20.074511] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-17T20:28:20.074542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-17T20:28:20.087149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-17T20:28:20.087542] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-17T20:28:20.088353] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-17T20:28:20.088406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:20.088438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:20.088465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:20.088531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:20.151225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:20.152307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:20.152405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:20.152438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:20.265131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:20.265288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:20.265329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:20.265357] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:20.268694] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-17T20:28:20.268983] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-17T20:28:20.269107] [INFO ] [sig       ] NYXH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:20.405725] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/NYXH.txt
[2025-12-17T20:28:20.405847] [INFO ] [sig       ] [2330/3576] Completed NYXH in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:20.405885] [INFO ] [sig       ] [2331/3576] Forecasting NZF...
[2025-12-17T20:28:20.405915] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-17T20:28:20.405946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-17T20:28:20.417316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-17T20:28:20.417636] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-17T20:28:20.418374] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-17T20:28:20.418424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:20.418455] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:20.418481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:20.418536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:20.474509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:20.475143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:20.475222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:20.475254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:20.595531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:20.595717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:20.595758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:20.595786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:20.599141] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-17T20:28:20.599405] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-17T20:28:20.599532] [INFO ] [sig       ] NZF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:20.739711] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/NZF.txt
[2025-12-17T20:28:20.739869] [INFO ] [sig       ] [2331/3576] Completed NZF in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:20.739909] [INFO ] [sig       ] [2332/3576] Forecasting OABI...
[2025-12-17T20:28:20.739942] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-17T20:28:20.739973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-17T20:28:20.751534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-17T20:28:20.751838] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-17T20:28:20.752604] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-17T20:28:20.752656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:20.752687] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:20.752714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:20.752770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:20.808465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:20.809403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:20.809498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:20.809530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:20.932223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:20.932373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:20.932415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:20.932443] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:20.935875] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-17T20:28:20.936145] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-17T20:28:20.936271] [INFO ] [sig       ] OABI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:21.075558] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OABI.txt
[2025-12-17T20:28:21.075709] [INFO ] [sig       ] [2332/3576] Completed OABI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:21.075748] [INFO ] [sig       ] [2333/3576] Forecasting OBDC...
[2025-12-17T20:28:21.075777] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-17T20:28:21.075806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-17T20:28:21.087509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-17T20:28:21.087805] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-17T20:28:21.088543] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-17T20:28:21.088615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:21.088647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:21.088674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:21.088729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:21.146935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:21.147791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:21.147873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:21.147906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:21.268139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:21.268297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:21.268339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:21.268366] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:21.271759] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=54.12%)
[2025-12-17T20:28:21.272029] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-17T20:28:21.272151] [INFO ] [sig       ] OBDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:21.408610] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OBDC.txt
[2025-12-17T20:28:21.408762] [INFO ] [sig       ] [2333/3576] Completed OBDC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:21.408802] [INFO ] [sig       ] [2334/3576] Forecasting OBIL...
[2025-12-17T20:28:21.408831] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-17T20:28:21.408879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-17T20:28:21.419763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-17T20:28:21.420095] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-17T20:28:21.420857] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-17T20:28:21.420907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:21.420938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:21.420964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:21.421020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:21.479968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:21.481209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:21.481326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:21.481360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:21.590250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:21.590418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:21.590466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:21.590500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:21.593971] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-17T20:28:21.594284] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-17T20:28:21.594453] [INFO ] [sig       ] OBIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:21.735310] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OBIL.txt
[2025-12-17T20:28:21.735435] [INFO ] [sig       ] [2334/3576] Completed OBIL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:21.735483] [INFO ] [sig       ] [2335/3576] Forecasting OBIO...
[2025-12-17T20:28:21.735513] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-17T20:28:21.735553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-17T20:28:21.747247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-17T20:28:21.747561] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-17T20:28:21.748354] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-17T20:28:21.748421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:21.748453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:21.748479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:21.748534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:21.807864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:21.808504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:21.808628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:21.808877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:21.927706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:21.927858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:21.927897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:21.927925] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:21.931282] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-17T20:28:21.931558] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-17T20:28:21.931699] [INFO ] [sig       ] OBIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:22.078018] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OBIO.txt
[2025-12-17T20:28:22.078175] [INFO ] [sig       ] [2335/3576] Completed OBIO in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:22.078217] [INFO ] [sig       ] [2336/3576] Forecasting OBK...
[2025-12-17T20:28:22.078247] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-17T20:28:22.078278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-17T20:28:22.090344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-17T20:28:22.090708] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-17T20:28:22.091531] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-17T20:28:22.091605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:22.091643] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:22.091672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:22.091731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:22.147110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:22.147933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:22.148015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:22.148048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:22.266090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:22.266241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:22.266280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:22.266309] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:22.269661] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-17T20:28:22.269929] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-17T20:28:22.270054] [INFO ] [sig       ] OBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:22.407624] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OBK.txt
[2025-12-17T20:28:22.407784] [INFO ] [sig       ] [2336/3576] Completed OBK in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:22.407824] [INFO ] [sig       ] [2337/3576] Forecasting OC...
[2025-12-17T20:28:22.407854] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-17T20:28:22.407885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-17T20:28:22.419767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-17T20:28:22.420053] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-17T20:28:22.420818] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-17T20:28:22.420869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:22.420899] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:22.420925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:22.420979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:22.476647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:22.477275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:22.477354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:22.477388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:22.598679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:22.598820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:22.598881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:22.598917] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:22.602227] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-17T20:28:22.602501] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-17T20:28:22.602645] [INFO ] [sig       ] OC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:22.742824] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OC.txt
[2025-12-17T20:28:22.742947] [INFO ] [sig       ] [2337/3576] Completed OC in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-17T20:28:22.742985] [INFO ] [sig       ] [2338/3576] Forecasting OCCI...
[2025-12-17T20:28:22.743014] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-17T20:28:22.743044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-17T20:28:22.754069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-17T20:28:22.754348] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-17T20:28:22.755097] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-17T20:28:22.755147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:22.755178] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:22.755204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:22.755259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:22.813244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:22.813970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:22.814048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:22.814081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:22.934673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:22.934832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:22.934873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:22.934903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:22.938454] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-17T20:28:22.938761] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-17T20:28:22.939048] [INFO ] [sig       ] OCCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:23.077216] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OCCI.txt
[2025-12-17T20:28:23.077364] [INFO ] [sig       ] [2338/3576] Completed OCCI in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:23.077410] [INFO ] [sig       ] [2339/3576] Forecasting OCFC...
[2025-12-17T20:28:23.077441] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-17T20:28:23.077471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-17T20:28:23.088793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-17T20:28:23.089094] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-17T20:28:23.089856] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-17T20:28:23.089907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:23.089938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:23.089964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:23.090020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:23.156473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:23.157499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:23.157618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:23.157663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:23.295276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:23.295435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:23.295475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:23.295505] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:23.298875] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-17T20:28:23.299152] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-17T20:28:23.299278] [INFO ] [sig       ] OCFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:23.437068] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OCFC.txt
[2025-12-17T20:28:23.437203] [INFO ] [sig       ] [2339/3576] Completed OCFC in 0.4s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:23.437240] [INFO ] [sig       ] [2340/3576] Forecasting OCGN...
[2025-12-17T20:28:23.437269] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-17T20:28:23.437299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-17T20:28:23.448765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-17T20:28:23.449071] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-17T20:28:23.449867] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-17T20:28:23.449917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:23.449948] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:23.449975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:23.450030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:23.506071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:23.506825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:23.506905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:23.506937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:23.627691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:23.627845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:23.627883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:23.627910] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:23.631330] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=80.40%)
[2025-12-17T20:28:23.631621] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-17T20:28:23.631762] [INFO ] [sig       ] OCGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:23.771222] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OCGN.txt
[2025-12-17T20:28:23.771346] [INFO ] [sig       ] [2340/3576] Completed OCGN in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:23.771384] [INFO ] [sig       ] [2341/3576] Forecasting OCSL...
[2025-12-17T20:28:23.771412] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-17T20:28:23.771445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-17T20:28:23.782913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-17T20:28:23.783214] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-17T20:28:23.783972] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-17T20:28:23.784023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:23.784055] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:23.784081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:23.784136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:23.839812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:23.840498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:23.840593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:23.840627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:23.962485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:23.962650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:23.962689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:23.962718] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:23.966050] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-17T20:28:23.966313] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-17T20:28:23.966432] [INFO ] [sig       ] OCSL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:24.105306] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OCSL.txt
[2025-12-17T20:28:24.105461] [INFO ] [sig       ] [2341/3576] Completed OCSL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:24.105507] [INFO ] [sig       ] [2342/3576] Forecasting OCUL...
[2025-12-17T20:28:24.105537] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-17T20:28:24.105566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-17T20:28:24.116844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-17T20:28:24.117115] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-17T20:28:24.117908] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-17T20:28:24.117959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:24.118014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:24.118042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:24.118097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:24.173785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:24.174529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:24.174628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:24.174662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:24.298504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:24.298698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:24.298768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:24.298799] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:24.303755] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-17T20:28:24.304158] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-17T20:28:24.304327] [INFO ] [sig       ] OCUL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:24.460809] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OCUL.txt
[2025-12-17T20:28:24.460973] [INFO ] [sig       ] [2342/3576] Completed OCUL in 0.4s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:24.461015] [INFO ] [sig       ] [2343/3576] Forecasting ODC...
[2025-12-17T20:28:24.461046] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-17T20:28:24.461079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-17T20:28:24.472695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-17T20:28:24.473060] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-17T20:28:24.473898] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-17T20:28:24.473951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:24.473983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:24.474010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:24.474066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:24.531646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:24.532556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:24.532659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:24.532692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:24.654821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:24.654991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:24.655045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:24.655084] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:24.659154] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=67.78%)
[2025-12-17T20:28:24.659560] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-17T20:28:24.659750] [INFO ] [sig       ] ODC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:24.813785] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ODC.txt
[2025-12-17T20:28:24.813931] [INFO ] [sig       ] [2343/3576] Completed ODC in 0.4s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:24.813970] [INFO ] [sig       ] [2344/3576] Forecasting ODD...
[2025-12-17T20:28:24.813999] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-17T20:28:24.814028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-17T20:28:24.825904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-17T20:28:24.826251] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-17T20:28:24.827019] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-17T20:28:24.827070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:24.827102] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:24.827127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:24.827182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:24.883610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:24.884448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:24.884550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:24.884604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:25.003507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:25.003683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:25.003724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:25.003752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:25.007136] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-17T20:28:25.007426] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-17T20:28:25.007603] [INFO ] [sig       ] ODD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:25.148001] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ODD.txt
[2025-12-17T20:28:25.148148] [INFO ] [sig       ] [2344/3576] Completed ODD in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:25.148186] [INFO ] [sig       ] [2345/3576] Forecasting ODFL...
[2025-12-17T20:28:25.148217] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-17T20:28:25.148248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-17T20:28:25.160078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-17T20:28:25.160413] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-17T20:28:25.161201] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-17T20:28:25.161252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:25.161284] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:25.161310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:25.161365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:25.218015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:25.218919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:25.219004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:25.219038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:25.344323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:25.344473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:25.344514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:25.344594] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:25.347994] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2025-12-17T20:28:25.348264] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-17T20:28:25.348389] [INFO ] [sig       ] ODFL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:25.492344] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ODFL.txt
[2025-12-17T20:28:25.492488] [INFO ] [sig       ] [2345/3576] Completed ODFL in 0.3s | 2.93 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-17T20:28:25.492527] [INFO ] [sig       ] [2346/3576] Forecasting OEC...
[2025-12-17T20:28:25.492556] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-17T20:28:25.492607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-17T20:28:25.504504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-17T20:28:25.504805] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-17T20:28:25.505590] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-17T20:28:25.505642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:25.505697] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:25.505725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:25.505780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:25.563233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:25.563934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:25.564024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:25.564058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:25.690901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:25.691084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:25.691133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:25.691164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:25.694794] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=77.23%)
[2025-12-17T20:28:25.695079] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-17T20:28:25.695209] [INFO ] [sig       ] OEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:25.836140] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OEC.txt
[2025-12-17T20:28:25.836292] [INFO ] [sig       ] [2346/3576] Completed OEC in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:25.836341] [INFO ] [sig       ] [2347/3576] Forecasting OESX...
[2025-12-17T20:28:25.836371] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-17T20:28:25.836403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-17T20:28:25.847761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-17T20:28:25.848055] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-17T20:28:25.849062] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-17T20:28:25.849114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:25.849145] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:25.849172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:25.849235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:25.905069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:25.905958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:25.906041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:25.906076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:26.020219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:26.020371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:26.020415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:26.020450] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:26.023866] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=53.61%)
[2025-12-17T20:28:26.024189] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-17T20:28:26.024324] [INFO ] [sig       ] OESX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:26.164382] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OESX.txt
[2025-12-17T20:28:26.164536] [INFO ] [sig       ] [2347/3576] Completed OESX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:26.164604] [INFO ] [sig       ] [2348/3576] Forecasting OFG...
[2025-12-17T20:28:26.164642] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-17T20:28:26.164676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-17T20:28:26.175444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-17T20:28:26.175732] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-17T20:28:26.176454] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-17T20:28:26.176504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:26.176534] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:26.176560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:26.176641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:26.233100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:26.233896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:26.233977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:26.234012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:26.358819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:26.358996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:26.359037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:26.359065] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:26.362462] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-17T20:28:26.362755] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-17T20:28:26.362879] [INFO ] [sig       ] OFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:26.502739] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OFG.txt
[2025-12-17T20:28:26.502884] [INFO ] [sig       ] [2348/3576] Completed OFG in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:26.502925] [INFO ] [sig       ] [2349/3576] Forecasting OFIX...
[2025-12-17T20:28:26.502955] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-17T20:28:26.502985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-17T20:28:26.514927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-17T20:28:26.515259] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-17T20:28:26.516021] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-17T20:28:26.516072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:26.516103] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:26.516130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:26.516185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:26.573480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:26.574256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:26.574336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:26.574370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:26.697632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:26.697784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:26.697823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:26.697850] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:26.701222] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-17T20:28:26.701494] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-17T20:28:26.701640] [INFO ] [sig       ] OFIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:26.840361] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OFIX.txt
[2025-12-17T20:28:26.840519] [INFO ] [sig       ] [2349/3576] Completed OFIX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:26.840567] [INFO ] [sig       ] [2350/3576] Forecasting OFLX...
[2025-12-17T20:28:26.840625] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-17T20:28:26.840657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-17T20:28:26.851484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-17T20:28:26.851789] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-17T20:28:26.852565] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-17T20:28:26.852644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:26.852677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:26.852704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:26.852761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:26.908433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:26.909164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:26.909243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:26.909275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:27.024875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:27.025028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:27.025067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:27.025094] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:27.028361] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-12-17T20:28:27.028647] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-17T20:28:27.028769] [INFO ] [sig       ] OFLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:27.179427] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OFLX.txt
[2025-12-17T20:28:27.179594] [INFO ] [sig       ] [2350/3576] Completed OFLX in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:27.179638] [INFO ] [sig       ] [2351/3576] Forecasting OFS...
[2025-12-17T20:28:27.179668] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-17T20:28:27.179699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-17T20:28:27.191111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-17T20:28:27.191411] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-17T20:28:27.192162] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-17T20:28:27.192213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:27.192245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:27.192271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:27.192326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:27.248403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:27.249180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:27.249259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:27.249299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:27.373151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:27.373299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:27.373339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:27.373368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:27.376784] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-17T20:28:27.377061] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-17T20:28:27.377186] [INFO ] [sig       ] OFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:27.518342] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OFS.txt
[2025-12-17T20:28:27.518484] [INFO ] [sig       ] [2351/3576] Completed OFS in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:27.518524] [INFO ] [sig       ] [2352/3576] Forecasting OGE...
[2025-12-17T20:28:27.518554] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-17T20:28:27.518604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-17T20:28:27.529886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-17T20:28:27.530177] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-17T20:28:27.530943] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-17T20:28:27.530994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:27.531026] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:27.531054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:27.531110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:27.587746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:27.588527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:27.588658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:27.588693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:27.710078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:27.710234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:27.710274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:27.710301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:27.713621] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-17T20:28:27.713893] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-17T20:28:27.714015] [INFO ] [sig       ] OGE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:27.852747] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OGE.txt
[2025-12-17T20:28:27.852881] [INFO ] [sig       ] [2352/3576] Completed OGE in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:27.852920] [INFO ] [sig       ] [2353/3576] Forecasting OGI...
[2025-12-17T20:28:27.852949] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-17T20:28:27.852980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-17T20:28:27.864527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-17T20:28:27.864841] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-17T20:28:27.865592] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-17T20:28:27.865643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:27.865674] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:27.865701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:27.865757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:27.921955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:27.922810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:27.922894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:27.922928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:28.046314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:28.046473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:28.046517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:28.046595] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:28.049935] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-17T20:28:28.050208] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-17T20:28:28.050340] [INFO ] [sig       ] OGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:28.193904] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OGI.txt
[2025-12-17T20:28:28.194087] [INFO ] [sig       ] [2353/3576] Completed OGI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:28.194138] [INFO ] [sig       ] [2354/3576] Forecasting OGN...
[2025-12-17T20:28:28.194168] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-17T20:28:28.194201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-17T20:28:28.206357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-17T20:28:28.206820] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-17T20:28:28.207663] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-17T20:28:28.207715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:28.207746] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:28.207772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:28.207827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:28.262749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:28.263607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:28.263689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:28.263722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:28.384329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:28.384481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:28.384527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:28.384562] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:28.387907] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-17T20:28:28.388169] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-17T20:28:28.388292] [INFO ] [sig       ] OGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:28.525485] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OGN.txt
[2025-12-17T20:28:28.525611] [INFO ] [sig       ] [2354/3576] Completed OGN in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-17T20:28:28.525651] [INFO ] [sig       ] [2355/3576] Forecasting OHI...
[2025-12-17T20:28:28.525679] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-17T20:28:28.525709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-17T20:28:28.537207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-17T20:28:28.537600] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-17T20:28:28.538395] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-17T20:28:28.538447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:28.538480] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:28.538507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:28.538563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:28.594170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:28.594880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:28.594959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:28.594991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:28.709993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:28.710154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:28.710196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:28.710225] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:28.713732] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-17T20:28:28.714048] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-17T20:28:28.714189] [INFO ] [sig       ] OHI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:28.851752] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OHI.txt
[2025-12-17T20:28:28.851939] [INFO ] [sig       ] [2355/3576] Completed OHI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:28.851993] [INFO ] [sig       ] [2356/3576] Forecasting OI...
[2025-12-17T20:28:28.852036] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-17T20:28:28.852078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-17T20:28:28.866806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-17T20:28:28.867214] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-17T20:28:28.868036] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-17T20:28:28.868088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:28.868119] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:28.868145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:28.868201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:28.924506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:28.925354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:28.925434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:28.925466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:29.048164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:29.048349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:29.048397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:29.048429] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:29.052060] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-17T20:28:29.052327] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-17T20:28:29.052459] [INFO ] [sig       ] OI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:29.189667] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OI.txt
[2025-12-17T20:28:29.189804] [INFO ] [sig       ] [2356/3576] Completed OI in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:29.189843] [INFO ] [sig       ] [2357/3576] Forecasting OIA...
[2025-12-17T20:28:29.189872] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-17T20:28:29.189902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-17T20:28:29.201190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-17T20:28:29.201509] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-17T20:28:29.202285] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-17T20:28:29.202338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:29.202369] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:29.202396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:29.202453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:29.260186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:29.261068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:29.261151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:29.261182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:29.384886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:29.385021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:29.385059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:29.385087] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:29.388310] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-17T20:28:29.388588] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-17T20:28:29.388710] [INFO ] [sig       ] OIA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:29.579845] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OIA.txt
[2025-12-17T20:28:29.579979] [INFO ] [sig       ] [2357/3576] Completed OIA in 0.4s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:29.580017] [INFO ] [sig       ] [2358/3576] Forecasting OII...
[2025-12-17T20:28:29.580045] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-17T20:28:29.580075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-17T20:28:29.591631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-17T20:28:29.591933] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-17T20:28:29.592729] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-17T20:28:29.592781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:29.592812] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:29.592839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:29.592895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:29.648394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:29.649165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:29.649247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:29.649281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:29.767558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:29.767718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:29.767757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:29.767786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:29.771195] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-17T20:28:29.771461] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-17T20:28:29.771608] [INFO ] [sig       ] OII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:29.911431] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OII.txt
[2025-12-17T20:28:29.911619] [INFO ] [sig       ] [2358/3576] Completed OII in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:29.911666] [INFO ] [sig       ] [2359/3576] Forecasting OIS...
[2025-12-17T20:28:29.911696] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-17T20:28:29.911726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-17T20:28:29.922682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-17T20:28:29.922999] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-17T20:28:29.923825] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-17T20:28:29.923909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:29.923967] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:29.923997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:29.924054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:29.979430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:29.980109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:29.980188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:29.980220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:30.097189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:30.097337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:30.097378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:30.097407] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:30.100777] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=53.01%)
[2025-12-17T20:28:30.101050] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-17T20:28:30.101181] [INFO ] [sig       ] OIS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:30.239736] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OIS.txt
[2025-12-17T20:28:30.239864] [INFO ] [sig       ] [2359/3576] Completed OIS in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:30.239903] [INFO ] [sig       ] [2360/3576] Forecasting OKE...
[2025-12-17T20:28:30.239933] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-17T20:28:30.239964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-17T20:28:30.250875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-17T20:28:30.251154] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-17T20:28:30.251909] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-17T20:28:30.251959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:30.251990] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:30.252016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:30.252071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:30.307347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:30.307984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:30.308060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:30.308091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:30.430095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:30.430226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:30.430264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:30.430293] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:30.433599] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=99.92%)
[2025-12-17T20:28:30.433867] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-17T20:28:30.433990] [INFO ] [sig       ] OKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:30.574701] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OKE.txt
[2025-12-17T20:28:30.574827] [INFO ] [sig       ] [2360/3576] Completed OKE in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:30.574865] [INFO ] [sig       ] [2361/3576] Forecasting OKTA...
[2025-12-17T20:28:30.574894] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-17T20:28:30.574923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-17T20:28:30.586129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-17T20:28:30.586410] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-17T20:28:30.587209] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-17T20:28:30.587263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:30.587295] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:30.587322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:30.587377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:30.644256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:30.644930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:30.645005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:30.645036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:30.766321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:30.766461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:30.766503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:30.766536] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:30.769908] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-17T20:28:30.770176] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-17T20:28:30.770299] [INFO ] [sig       ] OKTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:30.909948] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OKTA.txt
[2025-12-17T20:28:30.910073] [INFO ] [sig       ] [2361/3576] Completed OKTA in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:30.910111] [INFO ] [sig       ] [2362/3576] Forecasting OKYO...
[2025-12-17T20:28:30.910141] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-17T20:28:30.910172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-17T20:28:30.921725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-17T20:28:30.922012] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-17T20:28:30.922786] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-17T20:28:30.922836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:30.922867] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:30.922893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:30.922947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:30.978397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:30.979032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:30.979110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:30.979141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:31.095935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:31.096091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:31.096132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:31.096193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:31.099668] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-17T20:28:31.099931] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-17T20:28:31.100054] [INFO ] [sig       ] OKYO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:31.237461] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OKYO.txt
[2025-12-17T20:28:31.237614] [INFO ] [sig       ] [2362/3576] Completed OKYO in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:31.237660] [INFO ] [sig       ] [2363/3576] Forecasting OLED...
[2025-12-17T20:28:31.237693] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-17T20:28:31.237724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-17T20:28:31.248966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-17T20:28:31.249275] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-17T20:28:31.250035] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-17T20:28:31.250085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:31.250120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:31.250148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:31.250203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:31.304425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:31.305030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:31.305106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:31.305137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:31.423549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:31.423701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:31.423740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:31.423767] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:31.427002] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-17T20:28:31.427267] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-17T20:28:31.427396] [INFO ] [sig       ] OLED: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:31.566375] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OLED.txt
[2025-12-17T20:28:31.566505] [INFO ] [sig       ] [2363/3576] Completed OLED in 0.3s | 2.93 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-17T20:28:31.566545] [INFO ] [sig       ] [2364/3576] Forecasting OLLI...
[2025-12-17T20:28:31.566597] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-17T20:28:31.566632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-17T20:28:31.577725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-17T20:28:31.578011] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-17T20:28:31.578762] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-17T20:28:31.578812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:31.578844] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:31.578899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:31.578957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:31.633976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:31.634895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:31.634978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:31.635012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:31.757619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:31.757779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:31.757820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:31.757852] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:31.761457] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-17T20:28:31.761891] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-17T20:28:31.762065] [INFO ] [sig       ] OLLI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:31.914460] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OLLI.txt
[2025-12-17T20:28:31.914626] [INFO ] [sig       ] [2364/3576] Completed OLLI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:31.914668] [INFO ] [sig       ] [2365/3576] Forecasting OLMA...
[2025-12-17T20:28:31.914697] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-17T20:28:31.914727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-17T20:28:31.926194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-17T20:28:31.926517] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-17T20:28:31.927327] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-17T20:28:31.927379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:31.927411] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:31.927438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:31.927495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:31.984134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:31.984871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:31.984969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:31.985004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:32.113766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:32.113938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:32.113992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:32.114029] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:32.117677] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-17T20:28:32.117979] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-17T20:28:32.118111] [INFO ] [sig       ] OLMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:32.257060] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OLMA.txt
[2025-12-17T20:28:32.257212] [INFO ] [sig       ] [2365/3576] Completed OLMA in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:32.257252] [INFO ] [sig       ] [2366/3576] Forecasting OLN...
[2025-12-17T20:28:32.257281] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-17T20:28:32.257310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-17T20:28:32.269499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-17T20:28:32.269848] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-17T20:28:32.270622] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-17T20:28:32.270674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:32.270705] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:32.270732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:32.270787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:32.325648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:32.326327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:32.326405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:32.326437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:32.443694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:32.443848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:32.443906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:32.443935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:32.447231] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=66.67%)
[2025-12-17T20:28:32.447500] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-17T20:28:32.447680] [INFO ] [sig       ] OLN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:32.585515] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OLN.txt
[2025-12-17T20:28:32.585682] [INFO ] [sig       ] [2366/3576] Completed OLN in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:32.585723] [INFO ] [sig       ] [2367/3576] Forecasting OLP...
[2025-12-17T20:28:32.585754] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-17T20:28:32.585784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-17T20:28:32.597500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-17T20:28:32.597808] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-17T20:28:32.598544] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-17T20:28:32.598613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:32.598644] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:32.598670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:32.598725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:32.655538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:32.656294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:32.656376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:32.656410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:32.775901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:32.776055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:32.776095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:32.776124] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:32.779554] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=39.40%)
[2025-12-17T20:28:32.779861] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-17T20:28:32.779993] [INFO ] [sig       ] OLP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:32.925118] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OLP.txt
[2025-12-17T20:28:32.925275] [INFO ] [sig       ] [2367/3576] Completed OLP in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:32.925316] [INFO ] [sig       ] [2368/3576] Forecasting OLPX...
[2025-12-17T20:28:32.925347] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-17T20:28:32.925378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-17T20:28:32.937644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-17T20:28:32.938037] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-17T20:28:32.938883] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-17T20:28:32.938937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:32.938969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:32.938997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:32.939053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:32.997677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:32.998546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:32.998653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:32.998687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:33.119293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:33.119449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:33.119490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:33.119518] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:33.122940] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-17T20:28:33.123231] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-17T20:28:33.123362] [INFO ] [sig       ] OLPX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:33.264337] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OLPX.txt
[2025-12-17T20:28:33.264484] [INFO ] [sig       ] [2368/3576] Completed OLPX in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:33.264523] [INFO ] [sig       ] [2369/3576] Forecasting OM...
[2025-12-17T20:28:33.264553] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-17T20:28:33.264603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-17T20:28:33.276236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-17T20:28:33.276612] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-17T20:28:33.277371] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-17T20:28:33.277422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:33.277455] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:33.277483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:33.277539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:33.334874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:33.335719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:33.335830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:33.335863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:33.455526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:33.455728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:33.455771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:33.455801] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:33.459159] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-17T20:28:33.459428] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-17T20:28:33.459553] [INFO ] [sig       ] OM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:33.618739] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OM.txt
[2025-12-17T20:28:33.618924] [INFO ] [sig       ] [2369/3576] Completed OM in 0.4s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:33.618977] [INFO ] [sig       ] [2370/3576] Forecasting OMAB...
[2025-12-17T20:28:33.619013] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-17T20:28:33.619050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-17T20:28:33.632475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-17T20:28:33.632839] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-17T20:28:33.633630] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-17T20:28:33.633692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:33.633737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:33.633766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:33.633830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:33.691901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:33.692667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:33.692751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:33.692784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:33.812107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:33.812258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:33.812298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:33.812326] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:33.815627] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-17T20:28:33.815892] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-17T20:28:33.816011] [INFO ] [sig       ] OMAB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:33.954951] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OMAB.txt
[2025-12-17T20:28:33.955096] [INFO ] [sig       ] [2370/3576] Completed OMAB in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:33.955134] [INFO ] [sig       ] [2371/3576] Forecasting OMC...
[2025-12-17T20:28:33.955164] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-17T20:28:33.955195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-17T20:28:33.966631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-17T20:28:33.966928] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-17T20:28:33.967739] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-17T20:28:33.967794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:33.967826] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:33.967854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:33.967912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:34.024406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:34.025302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:34.025387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:34.025421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:34.147402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:34.147553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:34.147615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:34.147651] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:34.151014] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-17T20:28:34.151278] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-17T20:28:34.151398] [INFO ] [sig       ] OMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:34.292838] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OMC.txt
[2025-12-17T20:28:34.292978] [INFO ] [sig       ] [2371/3576] Completed OMC in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:34.293016] [INFO ] [sig       ] [2372/3576] Forecasting OMCL...
[2025-12-17T20:28:34.293045] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-17T20:28:34.293074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-17T20:28:34.304428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-17T20:28:34.304796] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-17T20:28:34.305596] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-17T20:28:34.305648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:34.305681] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:34.305706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:34.305761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:34.362146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:34.362920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:34.362997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:34.363029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:34.487594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:34.487750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:34.487790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:34.487818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:34.491277] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-12-17T20:28:34.491543] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-17T20:28:34.491689] [INFO ] [sig       ] OMCL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:34.630691] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OMCL.txt
[2025-12-17T20:28:34.630838] [INFO ] [sig       ] [2372/3576] Completed OMCL in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-17T20:28:34.630877] [INFO ] [sig       ] [2373/3576] Forecasting OMEX...
[2025-12-17T20:28:34.630907] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-17T20:28:34.630936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-17T20:28:34.642008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-17T20:28:34.642344] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-17T20:28:34.643137] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-17T20:28:34.643187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:34.643218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:34.643244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:34.643299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:34.698532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:34.699147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:34.699223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:34.699255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:34.819893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:34.820045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:34.820085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:34.820112] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:34.823435] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-17T20:28:34.823723] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-17T20:28:34.823846] [INFO ] [sig       ] OMEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:34.966600] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OMEX.txt
[2025-12-17T20:28:34.966773] [INFO ] [sig       ] [2373/3576] Completed OMEX in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:34.966818] [INFO ] [sig       ] [2374/3576] Forecasting OMF...
[2025-12-17T20:28:34.966856] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-17T20:28:34.966889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-17T20:28:34.978140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-17T20:28:34.978408] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-17T20:28:34.979185] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-17T20:28:34.979236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:34.979267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:34.979292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:34.979347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:35.036670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:35.037374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:35.037454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:35.037487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:35.158439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:35.158609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:35.158658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:35.158693] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:35.162093] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-17T20:28:35.162361] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-17T20:28:35.162483] [INFO ] [sig       ] OMF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:35.302820] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OMF.txt
[2025-12-17T20:28:35.302948] [INFO ] [sig       ] [2374/3576] Completed OMF in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:35.302987] [INFO ] [sig       ] [2375/3576] Forecasting OMI...
[2025-12-17T20:28:35.303015] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-17T20:28:35.303045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-17T20:28:35.314405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-17T20:28:35.314755] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-17T20:28:35.315516] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-17T20:28:35.315570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:35.315626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:35.315655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:35.315713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:35.372037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:35.372750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:35.372827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:35.372859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:35.492321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:35.492473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:35.492515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:35.492546] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:35.495946] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-17T20:28:35.496217] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-17T20:28:35.496342] [INFO ] [sig       ] OMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:35.635552] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OMI.txt
[2025-12-17T20:28:35.635703] [INFO ] [sig       ] [2375/3576] Completed OMI in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:35.635741] [INFO ] [sig       ] [2376/3576] Forecasting ON...
[2025-12-17T20:28:35.635770] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-17T20:28:35.635800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-17T20:28:35.647037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-17T20:28:35.647374] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-17T20:28:35.648141] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-17T20:28:35.648191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:35.648246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:35.648274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:35.648329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:35.707072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:35.707939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:35.708026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:35.708059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:35.833359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:35.833511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:35.833551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:35.833600] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:35.836891] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-17T20:28:35.837153] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-17T20:28:35.837279] [INFO ] [sig       ] ON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:35.977980] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ON.txt
[2025-12-17T20:28:35.978126] [INFO ] [sig       ] [2376/3576] Completed ON in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:35.978185] [INFO ] [sig       ] [2377/3576] Forecasting ONB...
[2025-12-17T20:28:35.978235] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-17T20:28:35.978269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-17T20:28:35.990067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-17T20:28:35.990395] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-17T20:28:35.991198] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-17T20:28:35.991250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:35.991283] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:35.991311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:35.991368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:36.047838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:36.048676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:36.048754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:36.048786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:36.167834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:36.167991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:36.168031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:36.168075] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:36.171523] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-17T20:28:36.171843] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-17T20:28:36.171975] [INFO ] [sig       ] ONB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:36.312332] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ONB.txt
[2025-12-17T20:28:36.312461] [INFO ] [sig       ] [2377/3576] Completed ONB in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:36.312500] [INFO ] [sig       ] [2378/3576] Forecasting ONCO...
[2025-12-17T20:28:36.312532] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-17T20:28:36.312563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-17T20:28:36.323642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-17T20:28:36.323919] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-17T20:28:36.324679] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-17T20:28:36.324740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:36.324778] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:36.324810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:36.324865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:36.380091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:36.380762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:36.380839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:36.380870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:36.501079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:36.501237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:36.501276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:36.501306] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:36.504763] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-17T20:28:36.505060] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-17T20:28:36.505193] [INFO ] [sig       ] ONCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:36.644451] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ONCO.txt
[2025-12-17T20:28:36.644594] [INFO ] [sig       ] [2378/3576] Completed ONCO in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:36.644634] [INFO ] [sig       ] [2379/3576] Forecasting ONDS...
[2025-12-17T20:28:36.644663] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-17T20:28:36.644694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-17T20:28:36.655745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-17T20:28:36.656038] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-17T20:28:36.656820] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-17T20:28:36.656879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:36.656910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:36.656936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:36.656991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:36.715875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:36.716902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:36.717000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:36.717040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:36.834860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:36.835010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:36.835050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:36.835114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:36.838399] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-17T20:28:36.838692] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-17T20:28:36.838817] [INFO ] [sig       ] ONDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:36.976377] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ONDS.txt
[2025-12-17T20:28:36.976517] [INFO ] [sig       ] [2379/3576] Completed ONDS in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:36.976557] [INFO ] [sig       ] [2380/3576] Forecasting ONEQ...
[2025-12-17T20:28:36.976606] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-17T20:28:36.976637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-17T20:28:36.987660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-17T20:28:36.987945] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-17T20:28:36.988705] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-17T20:28:36.988755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:36.988787] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:36.988814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:36.988893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:37.044958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:37.045755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:37.045836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:37.045870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:37.171980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:37.172255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:37.172296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:37.172324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:37.175748] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-17T20:28:37.176011] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-17T20:28:37.176139] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:37.315897] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ONEQ.txt
[2025-12-17T20:28:37.316028] [INFO ] [sig       ] [2380/3576] Completed ONEQ in 0.3s | 2.93 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-17T20:28:37.316067] [INFO ] [sig       ] [2381/3576] Forecasting ONL...
[2025-12-17T20:28:37.316099] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-17T20:28:37.316130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-17T20:28:37.328211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-17T20:28:37.328497] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-17T20:28:37.329368] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-17T20:28:37.329421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:37.329453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:37.329481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:37.329548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:37.386250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:37.386918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:37.386993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:37.387025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:37.510197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:37.510346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:37.510386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:37.510417] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:37.513855] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-17T20:28:37.514130] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-17T20:28:37.514254] [INFO ] [sig       ] ONL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:37.653742] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ONL.txt
[2025-12-17T20:28:37.653869] [INFO ] [sig       ] [2381/3576] Completed ONL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:37.653907] [INFO ] [sig       ] [2382/3576] Forecasting ONON...
[2025-12-17T20:28:37.653936] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-17T20:28:37.653967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-17T20:28:37.665878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-17T20:28:37.666182] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-17T20:28:37.666936] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-17T20:28:37.666986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:37.667017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:37.667043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:37.667098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:37.722962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:37.723616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:37.723695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:37.723729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:37.846165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:37.846318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:37.846359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:37.846388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:37.849900] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-17T20:28:37.850179] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-17T20:28:37.850307] [INFO ] [sig       ] ONON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:37.988120] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ONON.txt
[2025-12-17T20:28:37.988251] [INFO ] [sig       ] [2382/3576] Completed ONON in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:37.988288] [INFO ] [sig       ] [2383/3576] Forecasting ONTF...
[2025-12-17T20:28:37.988316] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-17T20:28:37.988345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-17T20:28:37.999470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-17T20:28:37.999822] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-17T20:28:38.000658] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-17T20:28:38.000728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:38.000764] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:38.000793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:38.000851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:38.056561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:38.057194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:38.057270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:38.057302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:38.176653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:38.176801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:38.176840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:38.176870] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:38.180218] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-17T20:28:38.180490] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-17T20:28:38.180632] [INFO ] [sig       ] ONTF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:38.340410] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ONTF.txt
[2025-12-17T20:28:38.340549] [INFO ] [sig       ] [2383/3576] Completed ONTF in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:38.340609] [INFO ] [sig       ] [2384/3576] Forecasting ONTO...
[2025-12-17T20:28:38.340640] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-17T20:28:38.340670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-17T20:28:38.352143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-17T20:28:38.352457] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-17T20:28:38.353244] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-17T20:28:38.353296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:38.353330] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:38.353358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:38.353415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:38.409667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:38.410377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:38.410457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:38.410490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:38.535257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:38.535446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:38.535489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:38.535518] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:38.539079] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=19.08%)
[2025-12-17T20:28:38.539351] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-17T20:28:38.539487] [INFO ] [sig       ] ONTO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:38.686482] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ONTO.txt
[2025-12-17T20:28:38.686633] [INFO ] [sig       ] [2384/3576] Completed ONTO in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:38.686674] [INFO ] [sig       ] [2385/3576] Forecasting OOMA...
[2025-12-17T20:28:38.686710] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-17T20:28:38.686746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-17T20:28:38.698490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-17T20:28:38.698812] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-17T20:28:38.699725] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-17T20:28:38.699778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:38.699811] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:38.699836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:38.699890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:38.756697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:38.757511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:38.757611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:38.757647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:38.877033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:38.877187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:38.877228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:38.877257] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:38.880785] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=34.30%)
[2025-12-17T20:28:38.881075] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-17T20:28:38.881201] [INFO ] [sig       ] OOMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:39.030388] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OOMA.txt
[2025-12-17T20:28:39.030537] [INFO ] [sig       ] [2385/3576] Completed OOMA in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:39.030592] [INFO ] [sig       ] [2386/3576] Forecasting OPAD...
[2025-12-17T20:28:39.030625] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-17T20:28:39.030656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-17T20:28:39.042389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-17T20:28:39.042759] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-17T20:28:39.043671] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-17T20:28:39.043734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:39.043776] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:39.043811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:39.043880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:39.101659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:39.102278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:39.102398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:39.102432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:39.225070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:39.225219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:39.225259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:39.225287] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:39.228531] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-17T20:28:39.228811] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-17T20:28:39.228967] [INFO ] [sig       ] OPAD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:39.371399] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OPAD.txt
[2025-12-17T20:28:39.371532] [INFO ] [sig       ] [2386/3576] Completed OPAD in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:39.371587] [INFO ] [sig       ] [2387/3576] Forecasting OPAL...
[2025-12-17T20:28:39.371620] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-17T20:28:39.371649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-17T20:28:39.382966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-17T20:28:39.383290] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-17T20:28:39.384156] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-17T20:28:39.384209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:39.384242] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:39.384269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:39.384326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:39.441640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:39.442332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:39.442412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:39.442443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:39.565159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:39.565308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:39.565348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:39.565376] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:39.568699] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-17T20:28:39.569134] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-17T20:28:39.569258] [INFO ] [sig       ] OPAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:39.714138] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPAL.txt
[2025-12-17T20:28:39.714266] [INFO ] [sig       ] [2387/3576] Completed OPAL in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:39.714304] [INFO ] [sig       ] [2388/3576] Forecasting OPBK...
[2025-12-17T20:28:39.714334] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-17T20:28:39.714367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-17T20:28:39.728446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-17T20:28:39.728775] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-17T20:28:39.729560] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-17T20:28:39.729629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:39.729661] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:39.729687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:39.729742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:39.786175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:39.786830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:39.786911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:39.786949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:39.916222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:39.916387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:39.916445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:39.916477] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:39.920226] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-17T20:28:39.920594] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-17T20:28:39.920748] [INFO ] [sig       ] OPBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:40.072091] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPBK.txt
[2025-12-17T20:28:40.072270] [INFO ] [sig       ] [2388/3576] Completed OPBK in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:40.072325] [INFO ] [sig       ] [2389/3576] Forecasting OPCH...
[2025-12-17T20:28:40.072363] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-17T20:28:40.072408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-17T20:28:40.086189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-17T20:28:40.086652] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-17T20:28:40.087637] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-17T20:28:40.087697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:40.087735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:40.087767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:40.087831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:40.153984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:40.154865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:40.154947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:40.154979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:40.278199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:40.278348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:40.278388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:40.278418] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:40.281773] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-12-17T20:28:40.282041] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-17T20:28:40.282165] [INFO ] [sig       ] OPCH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:40.420445] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPCH.txt
[2025-12-17T20:28:40.420627] [INFO ] [sig       ] [2389/3576] Completed OPCH in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:40.420670] [INFO ] [sig       ] [2390/3576] Forecasting OPEN...
[2025-12-17T20:28:40.420699] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-17T20:28:40.420729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-17T20:28:40.432257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-17T20:28:40.432559] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-17T20:28:40.433321] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-17T20:28:40.433372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:40.433403] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:40.433429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:40.433484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:40.489012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:40.489734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:40.489826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:40.489865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:40.611599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:40.611766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:40.611806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:40.611834] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:40.615154] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-17T20:28:40.615419] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-17T20:28:40.615540] [INFO ] [sig       ] OPEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:40.763068] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPEN.txt
[2025-12-17T20:28:40.763272] [INFO ] [sig       ] [2390/3576] Completed OPEN in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-17T20:28:40.763345] [INFO ] [sig       ] [2391/3576] Forecasting OPFI...
[2025-12-17T20:28:40.763400] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-17T20:28:40.763455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-17T20:28:40.778792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-17T20:28:40.779285] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-17T20:28:40.780111] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-17T20:28:40.780164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:40.780197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:40.780225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:40.780281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:40.838026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:40.838958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:40.839041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:40.839074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:40.962502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:40.962675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:40.962718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:40.962747] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:40.966167] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-17T20:28:40.966460] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-17T20:28:40.966610] [INFO ] [sig       ] OPFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:41.105739] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OPFI.txt
[2025-12-17T20:28:41.105867] [INFO ] [sig       ] [2391/3576] Completed OPFI in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:41.105905] [INFO ] [sig       ] [2392/3576] Forecasting OPK...
[2025-12-17T20:28:41.105934] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-17T20:28:41.105964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-17T20:28:41.117454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-17T20:28:41.117752] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-17T20:28:41.118481] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-17T20:28:41.118532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:41.118563] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:41.118612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:41.118669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:41.173687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:41.174618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:41.174701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:41.174733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:41.293035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:41.293193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:41.293234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:41.293261] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:41.296674] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-17T20:28:41.296952] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-17T20:28:41.297075] [INFO ] [sig       ] OPK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:41.436380] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OPK.txt
[2025-12-17T20:28:41.436540] [INFO ] [sig       ] [2392/3576] Completed OPK in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:41.436596] [INFO ] [sig       ] [2393/3576] Forecasting OPP...
[2025-12-17T20:28:41.436627] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-17T20:28:41.436657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-17T20:28:41.448039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-17T20:28:41.448347] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-17T20:28:41.449192] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-17T20:28:41.449246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:41.449305] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:41.449336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:41.449396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:41.506153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:41.506903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:41.506985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:41.507019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:41.626820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:41.626983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:41.627023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:41.627051] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:41.630407] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-17T20:28:41.630704] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-17T20:28:41.630843] [INFO ] [sig       ] OPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:41.792413] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPP.txt
[2025-12-17T20:28:41.792564] [INFO ] [sig       ] [2393/3576] Completed OPP in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:41.792624] [INFO ] [sig       ] [2394/3576] Forecasting OPRA...
[2025-12-17T20:28:41.792656] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-17T20:28:41.792687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-17T20:28:41.805136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-17T20:28:41.805502] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-17T20:28:41.806551] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-17T20:28:41.806645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:41.806679] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:41.806706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:41.806763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:41.865200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:41.866093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:41.866182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:41.866216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:41.988352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:41.988512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:41.988554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:41.988603] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:41.992210] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-17T20:28:41.992508] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-17T20:28:41.992658] [INFO ] [sig       ] OPRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:42.135906] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OPRA.txt
[2025-12-17T20:28:42.136063] [INFO ] [sig       ] [2394/3576] Completed OPRA in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:42.136115] [INFO ] [sig       ] [2395/3576] Forecasting OPRX...
[2025-12-17T20:28:42.136150] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-17T20:28:42.136182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-17T20:28:42.148005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-17T20:28:42.148379] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-17T20:28:42.149236] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-17T20:28:42.149294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:42.149328] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:42.149365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:42.149429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:42.208193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:42.209131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:42.209224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:42.209258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:42.330716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:42.330878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:42.330920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:42.330949] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:42.334438] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-17T20:28:42.334764] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-17T20:28:42.334912] [INFO ] [sig       ] OPRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:42.474901] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPRX.txt
[2025-12-17T20:28:42.475053] [INFO ] [sig       ] [2395/3576] Completed OPRX in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:42.475093] [INFO ] [sig       ] [2396/3576] Forecasting OPTX...
[2025-12-17T20:28:42.475123] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-17T20:28:42.475154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-17T20:28:42.486751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-17T20:28:42.487135] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-17T20:28:42.487919] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-17T20:28:42.487969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:42.488000] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:42.488026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:42.488080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:42.543771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:42.544700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:42.544799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:42.544839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:42.662128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:42.662285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:42.662324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:42.662388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:42.665800] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-17T20:28:42.666103] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-17T20:28:42.666235] [INFO ] [sig       ] OPTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:42.806164] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPTX.txt
[2025-12-17T20:28:42.806315] [INFO ] [sig       ] [2396/3576] Completed OPTX in 0.3s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:42.806356] [INFO ] [sig       ] [2397/3576] Forecasting OPXS...
[2025-12-17T20:28:42.806386] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-17T20:28:42.806416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-17T20:28:42.820944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-17T20:28:42.821338] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-17T20:28:42.822120] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-17T20:28:42.822171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:42.822203] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:42.822230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:42.822284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:42.885426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:42.886504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:42.886634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:42.886683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:43.006351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:43.006513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:43.006554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:43.006608] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:43.010194] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-17T20:28:43.010511] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-17T20:28:43.010668] [INFO ] [sig       ] OPXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:43.161554] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OPXS.txt
[2025-12-17T20:28:43.161752] [INFO ] [sig       ] [2397/3576] Completed OPXS in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:43.161807] [INFO ] [sig       ] [2398/3576] Forecasting ORA...
[2025-12-17T20:28:43.161840] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-17T20:28:43.161873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-17T20:28:43.175062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-17T20:28:43.175436] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-17T20:28:43.176237] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-17T20:28:43.176289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:43.176322] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:43.176351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:43.176409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:43.237061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:43.237905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:43.237991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:43.238025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:43.373302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:43.373484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:43.373544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:43.373605] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:43.377493] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-17T20:28:43.377845] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-17T20:28:43.377981] [INFO ] [sig       ] ORA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:43.527859] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ORA.txt
[2025-12-17T20:28:43.528041] [INFO ] [sig       ] [2398/3576] Completed ORA in 0.4s | 2.93 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-17T20:28:43.528087] [INFO ] [sig       ] [2399/3576] Forecasting ORC...
[2025-12-17T20:28:43.528118] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-17T20:28:43.528152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-17T20:28:43.540272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-17T20:28:43.540627] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-17T20:28:43.541450] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-17T20:28:43.541501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:43.541532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:43.541560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:43.541644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:43.602147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:43.602960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:43.603043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:43.603076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:43.732421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:43.732592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:43.732635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:43.732665] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:43.736156] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-17T20:28:43.736430] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-17T20:28:43.736591] [INFO ] [sig       ] ORC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:43.887651] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ORC.txt
[2025-12-17T20:28:43.887799] [INFO ] [sig       ] [2399/3576] Completed ORC in 0.4s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:43.887848] [INFO ] [sig       ] [2400/3576] Forecasting ORGO...
[2025-12-17T20:28:43.887887] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-17T20:28:43.887924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-17T20:28:43.900103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-17T20:28:43.900496] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-17T20:28:43.901440] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-17T20:28:43.901494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:43.901528] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:43.901554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:43.901631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:43.961938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:43.962881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:43.962966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:43.962998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:44.081656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:44.081819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:44.081865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:44.081900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:44.085377] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-17T20:28:44.085685] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-17T20:28:44.085817] [INFO ] [sig       ] ORGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:44.237254] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ORGO.txt
[2025-12-17T20:28:44.237417] [INFO ] [sig       ] [2400/3576] Completed ORGO in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:44.237459] [INFO ] [sig       ] [2401/3576] Forecasting ORIC...
[2025-12-17T20:28:44.237487] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-17T20:28:44.237516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-17T20:28:44.249415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-17T20:28:44.249722] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-17T20:28:44.250503] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-17T20:28:44.250554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:44.250606] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:44.250634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:44.250689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:44.306448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:44.307091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:44.307168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:44.307200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:44.429131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:44.429281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:44.429337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:44.429367] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:44.432774] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=59.08%)
[2025-12-17T20:28:44.433047] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-17T20:28:44.433172] [INFO ] [sig       ] ORIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:44.574713] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ORIC.txt
[2025-12-17T20:28:44.574842] [INFO ] [sig       ] [2401/3576] Completed ORIC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:44.574881] [INFO ] [sig       ] [2402/3576] Forecasting ORKA...
[2025-12-17T20:28:44.574909] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-17T20:28:44.574940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-17T20:28:44.586231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-17T20:28:44.586495] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-17T20:28:44.587243] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-17T20:28:44.587293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:44.587324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:44.587350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:44.587405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:44.642482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:44.643153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:44.643230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:44.643263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:44.767298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:44.767451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:44.767492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:44.767522] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:44.770959] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-17T20:28:44.771234] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-17T20:28:44.771358] [INFO ] [sig       ] ORKA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:44.910883] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ORKA.txt
[2025-12-17T20:28:44.911028] [INFO ] [sig       ] [2402/3576] Completed ORKA in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:44.911067] [INFO ] [sig       ] [2403/3576] Forecasting ORLY...
[2025-12-17T20:28:44.911096] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-17T20:28:44.911127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-17T20:28:44.922589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-17T20:28:44.922862] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-17T20:28:44.923654] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-17T20:28:44.923705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:44.923735] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:44.923763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:44.923817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:44.979435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:44.980066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:44.980167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:44.980200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:45.100164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:45.100317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:45.100357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:45.100386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:45.103767] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-17T20:28:45.104034] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-17T20:28:45.104156] [INFO ] [sig       ] ORLY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:45.242125] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ORLY.txt
[2025-12-17T20:28:45.242249] [INFO ] [sig       ] [2403/3576] Completed ORLY in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:45.242286] [INFO ] [sig       ] [2404/3576] Forecasting ORMP...
[2025-12-17T20:28:45.242316] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-17T20:28:45.242347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-17T20:28:45.253266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-17T20:28:45.253534] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-17T20:28:45.254323] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-17T20:28:45.254376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:45.254408] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:45.254434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:45.254490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:45.310294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:45.311047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:45.311123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:45.311155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:45.426662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:45.426821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:45.426863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:45.426897] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:45.430268] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=33.84%)
[2025-12-17T20:28:45.430528] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-17T20:28:45.430666] [INFO ] [sig       ] ORMP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:45.568911] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ORMP.txt
[2025-12-17T20:28:45.569069] [INFO ] [sig       ] [2404/3576] Completed ORMP in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:45.569108] [INFO ] [sig       ] [2405/3576] Forecasting ORN...
[2025-12-17T20:28:45.569138] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-17T20:28:45.569168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-17T20:28:45.580126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-17T20:28:45.580407] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-17T20:28:45.581161] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-17T20:28:45.581211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:45.581253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:45.581280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:45.581338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:45.639443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:45.640305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:45.640382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:45.640414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:45.758918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:45.759071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:45.759111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:45.759140] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:45.762471] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-17T20:28:45.762752] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-17T20:28:45.762874] [INFO ] [sig       ] ORN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:45.901235] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ORN.txt
[2025-12-17T20:28:45.901357] [INFO ] [sig       ] [2405/3576] Completed ORN in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:45.901394] [INFO ] [sig       ] [2406/3576] Forecasting ORRF...
[2025-12-17T20:28:45.901423] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-17T20:28:45.901452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-17T20:28:45.912906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-17T20:28:45.913171] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-17T20:28:45.913912] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-17T20:28:45.913962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:45.913993] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:45.914019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:45.914074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:45.969490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:45.970355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:45.970439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:45.970470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:46.092587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:46.092748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:46.092790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:46.092818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:46.096261] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=49.91%)
[2025-12-17T20:28:46.096619] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-17T20:28:46.096765] [INFO ] [sig       ] ORRF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:46.234353] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ORRF.txt
[2025-12-17T20:28:46.234500] [INFO ] [sig       ] [2406/3576] Completed ORRF in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:46.234539] [INFO ] [sig       ] [2407/3576] Forecasting OS...
[2025-12-17T20:28:46.234567] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-17T20:28:46.234619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-17T20:28:46.245726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-17T20:28:46.246022] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-17T20:28:46.246770] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-17T20:28:46.246821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:46.246852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:46.246878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:46.246938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:46.301383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:46.301990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:46.302065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:46.302098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:46.421932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:46.422091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:46.422130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:46.422160] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:46.425467] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-17T20:28:46.425745] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-17T20:28:46.425867] [INFO ] [sig       ] OS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:46.564891] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OS.txt
[2025-12-17T20:28:46.565015] [INFO ] [sig       ] [2407/3576] Completed OS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-17T20:28:46.565052] [INFO ] [sig       ] [2408/3576] Forecasting OSBC...
[2025-12-17T20:28:46.565081] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-17T20:28:46.565112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-17T20:28:46.577543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-17T20:28:46.577940] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-17T20:28:46.578767] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-17T20:28:46.578819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:46.578850] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:46.578903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:46.578959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:46.635322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:46.636088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:46.636171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:46.636203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:46.748617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:46.748775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:46.748816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:46.748842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:46.752148] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-17T20:28:46.752412] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-17T20:28:46.752536] [INFO ] [sig       ] OSBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:46.890977] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OSBC.txt
[2025-12-17T20:28:46.891104] [INFO ] [sig       ] [2408/3576] Completed OSBC in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:46.891143] [INFO ] [sig       ] [2409/3576] Forecasting OSIS...
[2025-12-17T20:28:46.891178] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-17T20:28:46.891209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-17T20:28:46.902870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-17T20:28:46.903196] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-17T20:28:46.903958] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-17T20:28:46.904007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:46.904038] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:46.904065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:46.904120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:46.961557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:46.962202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:46.962283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:46.962314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:47.081796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:47.081950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:47.081989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:47.082018] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:47.085485] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-17T20:28:47.085772] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-17T20:28:47.085895] [INFO ] [sig       ] OSIS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:47.229824] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OSIS.txt
[2025-12-17T20:28:47.229963] [INFO ] [sig       ] [2409/3576] Completed OSIS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:47.230009] [INFO ] [sig       ] [2410/3576] Forecasting OSPN...
[2025-12-17T20:28:47.230045] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-17T20:28:47.230081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-17T20:28:47.241757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-17T20:28:47.242078] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-17T20:28:47.242901] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-17T20:28:47.242953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:47.243014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:47.243043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:47.243101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:47.301274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:47.301943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:47.302022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:47.302055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:47.420599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:47.420752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:47.420791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:47.420819] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:47.424214] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-17T20:28:47.424476] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-17T20:28:47.424612] [INFO ] [sig       ] OSPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:47.571315] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OSPN.txt
[2025-12-17T20:28:47.571470] [INFO ] [sig       ] [2410/3576] Completed OSPN in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:47.571511] [INFO ] [sig       ] [2411/3576] Forecasting OSS...
[2025-12-17T20:28:47.571540] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-17T20:28:47.571589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-17T20:28:47.582931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-17T20:28:47.583315] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-17T20:28:47.584115] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-17T20:28:47.584167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:47.584199] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:47.584227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:47.584283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:47.645396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:47.646305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:47.646388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:47.646422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:47.763028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:47.763186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:47.763228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:47.763257] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:47.766823] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-17T20:28:47.767113] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-17T20:28:47.767244] [INFO ] [sig       ] OSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:47.909122] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OSS.txt
[2025-12-17T20:28:47.909251] [INFO ] [sig       ] [2411/3576] Completed OSS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:47.909290] [INFO ] [sig       ] [2412/3576] Forecasting OTEX...
[2025-12-17T20:28:47.909318] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-17T20:28:47.909348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-17T20:28:47.920195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-17T20:28:47.920518] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-17T20:28:47.921333] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-17T20:28:47.921386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:47.921418] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:47.921444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:47.921500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:47.979512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:47.980196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:47.980277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:47.980310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:48.102195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:48.102339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:48.102376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:48.102417] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:48.105722] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-17T20:28:48.105986] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-17T20:28:48.106108] [INFO ] [sig       ] OTEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:48.248948] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OTEX.txt
[2025-12-17T20:28:48.249077] [INFO ] [sig       ] [2412/3576] Completed OTEX in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:48.249118] [INFO ] [sig       ] [2413/3576] Forecasting OTIS...
[2025-12-17T20:28:48.249146] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-17T20:28:48.249175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-17T20:28:48.260864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-17T20:28:48.261189] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-17T20:28:48.262007] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-17T20:28:48.262059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:48.262091] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:48.262118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:48.262175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:48.320384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:48.321105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:48.321200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:48.321240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:48.441426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:48.441600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:48.441644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:48.441732] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:48.445472] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-17T20:28:48.445833] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-17T20:28:48.445980] [INFO ] [sig       ] OTIS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:48.593636] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OTIS.txt
[2025-12-17T20:28:48.593788] [INFO ] [sig       ] [2413/3576] Completed OTIS in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:48.593829] [INFO ] [sig       ] [2414/3576] Forecasting OTLY...
[2025-12-17T20:28:48.593860] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-17T20:28:48.593894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-17T20:28:48.605647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-17T20:28:48.605949] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-17T20:28:48.606698] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-17T20:28:48.606749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:48.606780] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:48.606807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:48.606862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:48.665648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:48.666498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:48.666606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:48.666660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:48.785220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:48.785368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:48.785407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:48.785435] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:48.788714] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-17T20:28:48.788994] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-17T20:28:48.789114] [INFO ] [sig       ] OTLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:48.932175] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OTLY.txt
[2025-12-17T20:28:48.932321] [INFO ] [sig       ] [2414/3576] Completed OTLY in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:48.932362] [INFO ] [sig       ] [2415/3576] Forecasting OVID...
[2025-12-17T20:28:48.932398] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-17T20:28:48.932429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-17T20:28:48.944189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-17T20:28:48.944545] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-17T20:28:48.945346] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-17T20:28:48.945397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:48.945428] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:48.945454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:48.945511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:49.000598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:49.001474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:49.001557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:49.001609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:49.120439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:49.120613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:49.120655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:49.120684] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:49.124003] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-12-17T20:28:49.124313] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-17T20:28:49.124446] [INFO ] [sig       ] OVID: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:49.264196] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OVID.txt
[2025-12-17T20:28:49.264354] [INFO ] [sig       ] [2415/3576] Completed OVID in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:49.264409] [INFO ] [sig       ] [2416/3576] Forecasting OVLY...
[2025-12-17T20:28:49.264441] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-17T20:28:49.264473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-17T20:28:49.275988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-17T20:28:49.276374] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-17T20:28:49.277189] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-17T20:28:49.277243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:49.277276] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:49.277317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:49.277376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:49.335826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:49.336745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:49.336827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:49.336860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:49.433727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:49.433873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:49.433911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:49.433940] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:49.437180] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=16.43%)
[2025-12-17T20:28:49.437446] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-17T20:28:49.437569] [INFO ] [sig       ] OVLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:49.575231] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OVLY.txt
[2025-12-17T20:28:49.575356] [INFO ] [sig       ] [2416/3576] Completed OVLY in 0.3s | 2.93 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-17T20:28:49.575393] [INFO ] [sig       ] [2417/3576] Forecasting OWL...
[2025-12-17T20:28:49.575422] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-17T20:28:49.575452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-17T20:28:49.586508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-17T20:28:49.586815] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-17T20:28:49.587549] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-17T20:28:49.587617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:49.587650] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:49.587677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:49.587732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:49.643497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:49.644215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:49.644303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:49.644335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:49.764877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:49.765037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:49.765084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:49.765118] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:49.768504] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-17T20:28:49.768796] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-17T20:28:49.768946] [INFO ] [sig       ] OWL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:49.908893] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OWL.txt
[2025-12-17T20:28:49.909036] [INFO ] [sig       ] [2417/3576] Completed OWL in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:49.909077] [INFO ] [sig       ] [2418/3576] Forecasting OXLC...
[2025-12-17T20:28:49.909106] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-17T20:28:49.909137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-17T20:28:49.920242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-17T20:28:49.920532] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-17T20:28:49.921324] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-17T20:28:49.921376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:49.921408] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:49.921436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:49.921492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:49.979490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:49.980144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:49.980223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:49.980256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:50.099235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:50.099370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:50.099409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:50.099437] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:50.102707] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-17T20:28:50.102968] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-17T20:28:50.103089] [INFO ] [sig       ] OXLC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:50.240853] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OXLC.txt
[2025-12-17T20:28:50.240989] [INFO ] [sig       ] [2418/3576] Completed OXLC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:50.241029] [INFO ] [sig       ] [2419/3576] Forecasting OXM...
[2025-12-17T20:28:50.241059] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-17T20:28:50.241090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-17T20:28:50.252109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-17T20:28:50.252401] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-17T20:28:50.253159] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-17T20:28:50.253212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:50.253243] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:50.253269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:50.253324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:50.309823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:50.310431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:50.310511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:50.310544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:50.431460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:50.431620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:50.431662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:50.431697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:50.435103] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-17T20:28:50.435378] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-17T20:28:50.435504] [INFO ] [sig       ] OXM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:50.574259] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OXM.txt
[2025-12-17T20:28:50.574383] [INFO ] [sig       ] [2419/3576] Completed OXM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:50.574421] [INFO ] [sig       ] [2420/3576] Forecasting OXSQ...
[2025-12-17T20:28:50.574450] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-17T20:28:50.574486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-17T20:28:50.585337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-17T20:28:50.585633] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-17T20:28:50.586366] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-17T20:28:50.586416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:50.586446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:50.586473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:50.586529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:50.644407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:50.645090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:50.645205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:50.645239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:50.766057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:50.766203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:50.766242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:50.766271] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:50.769563] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=19.48%)
[2025-12-17T20:28:50.769847] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-17T20:28:50.769969] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:50.912503] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/OXSQ.txt
[2025-12-17T20:28:50.912679] [INFO ] [sig       ] [2420/3576] Completed OXSQ in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:50.912720] [INFO ] [sig       ] [2421/3576] Forecasting OZEM...
[2025-12-17T20:28:50.912751] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-17T20:28:50.912782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-17T20:28:50.923763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-17T20:28:50.924120] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-17T20:28:50.924921] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-17T20:28:50.924974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:50.925006] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:50.925033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:50.925090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:50.983383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:50.984270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:50.984353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:50.984386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:51.090223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:51.090368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:51.090406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:51.090435] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:51.093725] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-17T20:28:51.093988] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-17T20:28:51.094111] [INFO ] [sig       ] OZEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:51.231027] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OZEM.txt
[2025-12-17T20:28:51.231160] [INFO ] [sig       ] [2421/3576] Completed OZEM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:51.231198] [INFO ] [sig       ] [2422/3576] Forecasting OZK...
[2025-12-17T20:28:51.231228] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-17T20:28:51.231257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-17T20:28:51.242400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-17T20:28:51.242754] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-17T20:28:51.243507] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-17T20:28:51.243558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:51.243608] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:51.243636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:51.243691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:51.298380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:51.299101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:51.299179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:51.299211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:51.417615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:51.417756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:51.417797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:51.417825] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:51.421099] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-17T20:28:51.421362] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-17T20:28:51.421485] [INFO ] [sig       ] OZK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:51.559626] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OZK.txt
[2025-12-17T20:28:51.559750] [INFO ] [sig       ] [2422/3576] Completed OZK in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:51.559786] [INFO ] [sig       ] [2423/3576] Forecasting OZKAP...
[2025-12-17T20:28:51.559815] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-17T20:28:51.559845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-17T20:28:51.570596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-17T20:28:51.570870] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-17T20:28:51.571668] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-17T20:28:51.571717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:51.571748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:51.571773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:51.571828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:51.627539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:51.628205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:51.628282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:51.628314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:51.744181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:51.744314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:51.744351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:51.744380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:51.747701] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-17T20:28:51.747964] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-17T20:28:51.748083] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:51.888673] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/OZKAP.txt
[2025-12-17T20:28:51.888821] [INFO ] [sig       ] [2423/3576] Completed OZKAP in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:51.888882] [INFO ] [sig       ] [2424/3576] Forecasting PAA...
[2025-12-17T20:28:51.888912] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-17T20:28:51.888942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-17T20:28:51.900147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-17T20:28:51.900432] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-17T20:28:51.901192] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-17T20:28:51.901241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:51.901273] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:51.901298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:51.901354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:51.957132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:51.958002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:51.958085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:51.958117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:52.076143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:52.076297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:52.076336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:52.076364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:52.079657] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-17T20:28:52.079923] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-17T20:28:52.080045] [INFO ] [sig       ] PAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:52.217046] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAA.txt
[2025-12-17T20:28:52.217170] [INFO ] [sig       ] [2424/3576] Completed PAA in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-17T20:28:52.217207] [INFO ] [sig       ] [2425/3576] Forecasting PAAS...
[2025-12-17T20:28:52.217236] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-17T20:28:52.217266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-17T20:28:52.228048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-17T20:28:52.228334] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-17T20:28:52.229103] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-17T20:28:52.229153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:52.229184] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:52.229210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:52.229265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:52.284498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:52.285120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:52.285195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:52.285226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:52.406439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:52.406593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:52.406633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:52.406662] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:52.409945] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-17T20:28:52.410211] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-17T20:28:52.410338] [INFO ] [sig       ] PAAS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:52.547808] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAAS.txt
[2025-12-17T20:28:52.547944] [INFO ] [sig       ] [2425/3576] Completed PAAS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:52.547982] [INFO ] [sig       ] [2426/3576] Forecasting PAC...
[2025-12-17T20:28:52.548012] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-17T20:28:52.548044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-17T20:28:52.559141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-17T20:28:52.559461] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-17T20:28:52.560224] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-17T20:28:52.560274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:52.560305] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:52.560331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:52.560386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:52.614614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:52.615267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:52.615345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:52.615376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:52.735292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:52.735444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:52.735481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:52.735508] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:52.738810] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-17T20:28:52.739098] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-17T20:28:52.739219] [INFO ] [sig       ] PAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:52.876822] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAC.txt
[2025-12-17T20:28:52.876953] [INFO ] [sig       ] [2426/3576] Completed PAC in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:52.876992] [INFO ] [sig       ] [2427/3576] Forecasting PACB...
[2025-12-17T20:28:52.877026] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-17T20:28:52.877063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-17T20:28:52.888423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-17T20:28:52.888753] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-17T20:28:52.889534] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-17T20:28:52.889606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:52.889664] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:52.889694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:52.889750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:52.945096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:52.945852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:52.945931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:52.945963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:53.064892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:53.065083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:53.065127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:53.065156] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:53.068611] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-17T20:28:53.068942] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-17T20:28:53.069080] [INFO ] [sig       ] PACB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:53.207256] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PACB.txt
[2025-12-17T20:28:53.207409] [INFO ] [sig       ] [2427/3576] Completed PACB in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:53.207451] [INFO ] [sig       ] [2428/3576] Forecasting PACK...
[2025-12-17T20:28:53.207481] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-17T20:28:53.207511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-17T20:28:53.219634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-17T20:28:53.219985] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-17T20:28:53.220763] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-17T20:28:53.220814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:53.220844] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:53.220870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:53.220924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:53.276310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:53.277190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:53.277272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:53.277304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:53.398902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:53.399067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:53.399107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:53.399136] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:53.402542] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-17T20:28:53.402860] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-17T20:28:53.402989] [INFO ] [sig       ] PACK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:53.546700] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PACK.txt
[2025-12-17T20:28:53.546852] [INFO ] [sig       ] [2428/3576] Completed PACK in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:53.546894] [INFO ] [sig       ] [2429/3576] Forecasting PAGP...
[2025-12-17T20:28:53.546924] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-17T20:28:53.546955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-17T20:28:53.560189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-17T20:28:53.560561] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-17T20:28:53.561393] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-17T20:28:53.561479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:53.561520] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:53.561557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:53.561635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:53.617148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:53.618014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:53.618094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:53.618126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:53.740558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:53.740735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:53.740776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:53.740806] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:53.744448] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-17T20:28:53.744765] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-17T20:28:53.744916] [INFO ] [sig       ] PAGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:53.890432] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAGP.txt
[2025-12-17T20:28:53.890584] [INFO ] [sig       ] [2429/3576] Completed PAGP in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:53.890623] [INFO ] [sig       ] [2430/3576] Forecasting PAGS...
[2025-12-17T20:28:53.890654] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-17T20:28:53.890685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-17T20:28:53.902693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-17T20:28:53.903016] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-17T20:28:53.903790] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-17T20:28:53.903841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:53.903871] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:53.903897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:53.903952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:53.958477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:53.959181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:53.959264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:53.959302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:54.079903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:54.080066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:54.080105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:54.080166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:54.083554] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-17T20:28:54.083868] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-17T20:28:54.083997] [INFO ] [sig       ] PAGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:54.224513] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAGS.txt
[2025-12-17T20:28:54.224689] [INFO ] [sig       ] [2430/3576] Completed PAGS in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:54.224732] [INFO ] [sig       ] [2431/3576] Forecasting PAHC...
[2025-12-17T20:28:54.224761] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-17T20:28:54.224793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-17T20:28:54.238154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-17T20:28:54.238504] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-17T20:28:54.239507] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-17T20:28:54.239558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:54.239608] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:54.239637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:54.239692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:54.309462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:54.310470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:54.310562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:54.310625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:54.431153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:54.431316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:54.431357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:54.431388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:54.434760] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-17T20:28:54.435029] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-17T20:28:54.435153] [INFO ] [sig       ] PAHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:54.576133] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAHC.txt
[2025-12-17T20:28:54.576289] [INFO ] [sig       ] [2431/3576] Completed PAHC in 0.4s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:54.576330] [INFO ] [sig       ] [2432/3576] Forecasting PAL...
[2025-12-17T20:28:54.576361] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-17T20:28:54.576391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-17T20:28:54.588550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-17T20:28:54.588924] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-17T20:28:54.589706] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-17T20:28:54.589757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:54.589788] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:54.589814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:54.589870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:54.644831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:54.645664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:54.645745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:54.645780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:54.762417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:54.762591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:54.762634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:54.762666] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:54.766117] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=85.20%)
[2025-12-17T20:28:54.766387] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-17T20:28:54.766512] [INFO ] [sig       ] PAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:54.906769] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAL.txt
[2025-12-17T20:28:54.906916] [INFO ] [sig       ] [2432/3576] Completed PAL in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:54.906962] [INFO ] [sig       ] [2433/3576] Forecasting PAM...
[2025-12-17T20:28:54.906993] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-17T20:28:54.907025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-17T20:28:54.918543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-17T20:28:54.918949] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-17T20:28:54.919798] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-17T20:28:54.919854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:54.919886] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:54.919914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:54.919970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:54.975621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:54.976418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:54.976500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:54.976534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:55.095561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:55.095738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:55.095779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:55.095808] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:55.099279] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-17T20:28:55.099565] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-17T20:28:55.099716] [INFO ] [sig       ] PAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:55.238220] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAM.txt
[2025-12-17T20:28:55.238384] [INFO ] [sig       ] [2433/3576] Completed PAM in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:55.238423] [INFO ] [sig       ] [2434/3576] Forecasting PANL...
[2025-12-17T20:28:55.238452] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-17T20:28:55.238481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-17T20:28:55.250141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-17T20:28:55.250441] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-17T20:28:55.251223] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-17T20:28:55.251284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:55.251319] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:55.251344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:55.251399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:55.306521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:55.307378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:55.307458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:55.307490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:55.425078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:55.425216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:55.425254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:55.425282] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:55.428546] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-17T20:28:55.428844] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-17T20:28:55.428995] [INFO ] [sig       ] PANL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:55.567845] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PANL.txt
[2025-12-17T20:28:55.567997] [INFO ] [sig       ] [2434/3576] Completed PANL in 0.3s | 2.93 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-17T20:28:55.568036] [INFO ] [sig       ] [2435/3576] Forecasting PASG...
[2025-12-17T20:28:55.568067] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-17T20:28:55.568096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-17T20:28:55.579905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-17T20:28:55.580293] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-17T20:28:55.581071] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-17T20:28:55.581125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:55.581158] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:55.581184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:55.581239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:55.637099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:55.637972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:55.638061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:55.638092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:55.754729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:55.754893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:55.754934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:55.754962] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:55.758265] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-17T20:28:55.758526] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-17T20:28:55.758666] [INFO ] [sig       ] PASG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:55.897310] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PASG.txt
[2025-12-17T20:28:55.897433] [INFO ] [sig       ] [2435/3576] Completed PASG in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:55.897472] [INFO ] [sig       ] [2436/3576] Forecasting PATH...
[2025-12-17T20:28:55.897501] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-17T20:28:55.897531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-17T20:28:55.908890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-17T20:28:55.909171] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-17T20:28:55.909962] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-17T20:28:55.910013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:55.910044] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:55.910070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:55.910125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:55.965933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:55.966521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:55.966612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:55.966646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:56.087789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:56.087909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:56.087964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:56.087994] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:56.091226] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-17T20:28:56.091483] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-17T20:28:56.091622] [INFO ] [sig       ] PATH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:56.230896] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PATH.txt
[2025-12-17T20:28:56.231021] [INFO ] [sig       ] [2436/3576] Completed PATH in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:56.231058] [INFO ] [sig       ] [2437/3576] Forecasting PATK...
[2025-12-17T20:28:56.231087] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-17T20:28:56.231116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-17T20:28:56.242765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-17T20:28:56.243042] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-17T20:28:56.243825] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-17T20:28:56.243876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:56.243907] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:56.243933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:56.243989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:56.299753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:56.300400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:56.300501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:56.300556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:56.415877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:56.416040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:56.416079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:56.416108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:56.419892] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-17T20:28:56.420192] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-17T20:28:56.420328] [INFO ] [sig       ] PATK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:56.578077] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PATK.txt
[2025-12-17T20:28:56.578324] [INFO ] [sig       ] [2437/3576] Completed PATK in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:56.578391] [INFO ] [sig       ] [2438/3576] Forecasting PAX...
[2025-12-17T20:28:56.578443] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-17T20:28:56.578493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-17T20:28:56.595270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-17T20:28:56.595808] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-17T20:28:56.597033] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-17T20:28:56.597104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:56.597160] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:56.597205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:56.597295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:56.685938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:56.687115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:56.687229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:56.687272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:56.849464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:56.849683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:56.849750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:56.849801] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:56.855113] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-17T20:28:56.855599] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-17T20:28:56.855777] [INFO ] [sig       ] PAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:57.085944] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAX.txt
[2025-12-17T20:28:57.086518] [INFO ] [sig       ] [2438/3576] Completed PAX in 0.5s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:57.086639] [INFO ] [sig       ] [2439/3576] Forecasting PAXS...
[2025-12-17T20:28:57.086700] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-17T20:28:57.086777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-17T20:28:57.111040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-17T20:28:57.119303] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-17T20:28:57.120908] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-17T20:28:57.120979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:57.121015] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:57.121045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:57.121118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:57.200190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:57.201357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:57.201493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:57.201530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:57.353391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:57.353570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:57.353637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:57.353671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:57.357665] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=90.42%)
[2025-12-17T20:28:57.358016] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-17T20:28:57.358164] [INFO ] [sig       ] PAXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:57.552671] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAXS.txt
[2025-12-17T20:28:57.552830] [INFO ] [sig       ] [2439/3576] Completed PAXS in 0.5s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:57.552870] [INFO ] [sig       ] [2440/3576] Forecasting PAY...
[2025-12-17T20:28:57.552901] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-17T20:28:57.552932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-17T20:28:57.564876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-17T20:28:57.565301] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-17T20:28:57.566110] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-17T20:28:57.566162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:57.566218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:57.566246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:57.566308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:57.621010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:57.621951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:57.622047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:57.622082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:57.741929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:57.742082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:57.742122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:57.742152] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:57.745431] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-17T20:28:57.745720] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-17T20:28:57.745854] [INFO ] [sig       ] PAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:57.885054] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAY.txt
[2025-12-17T20:28:57.885223] [INFO ] [sig       ] [2440/3576] Completed PAY in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:57.885269] [INFO ] [sig       ] [2441/3576] Forecasting PAYC...
[2025-12-17T20:28:57.885306] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-17T20:28:57.885340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-17T20:28:57.896867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-17T20:28:57.897198] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-17T20:28:57.897986] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-17T20:28:57.898039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:57.898079] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:57.898118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:57.898187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:57.954282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:57.955024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:57.955112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:57.955154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:58.073372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:58.073521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:58.073561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:58.073609] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:58.076872] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=43.45%)
[2025-12-17T20:28:58.077143] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-17T20:28:58.077267] [INFO ] [sig       ] PAYC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:58.215494] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAYC.txt
[2025-12-17T20:28:58.215627] [INFO ] [sig       ] [2441/3576] Completed PAYC in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:58.215668] [INFO ] [sig       ] [2442/3576] Forecasting PAYO...
[2025-12-17T20:28:58.215698] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-17T20:28:58.215728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-17T20:28:58.227114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-17T20:28:58.227419] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-17T20:28:58.228263] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-17T20:28:58.228317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:58.228349] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:58.228377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:58.228433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:58.284523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:58.285151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:58.285228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:58.285261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:58.410108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:58.410239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:58.410279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:58.410307] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:58.413642] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2025-12-17T20:28:58.413932] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-17T20:28:58.414061] [INFO ] [sig       ] PAYO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:58.552255] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PAYO.txt
[2025-12-17T20:28:58.552385] [INFO ] [sig       ] [2442/3576] Completed PAYO in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-17T20:28:58.552422] [INFO ] [sig       ] [2443/3576] Forecasting PAYS...
[2025-12-17T20:28:58.552452] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-17T20:28:58.552482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-17T20:28:58.563668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-17T20:28:58.563945] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-17T20:28:58.564716] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-17T20:28:58.564767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:58.564799] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:58.564826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:58.564881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:58.621872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:58.622466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:58.622545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:58.622593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:58.741082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:58.741217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:58.741264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:58.741301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:58.744745] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-17T20:28:58.745015] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-17T20:28:58.745145] [INFO ] [sig       ] PAYS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:58.884283] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAYS.txt
[2025-12-17T20:28:58.884434] [INFO ] [sig       ] [2443/3576] Completed PAYS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:28:58.884474] [INFO ] [sig       ] [2444/3576] Forecasting PAYX...
[2025-12-17T20:28:58.884510] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-17T20:28:58.884540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-17T20:28:58.895708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-17T20:28:58.895986] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-17T20:28:58.896740] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-17T20:28:58.896791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:58.896845] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:58.896872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:58.896928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:58.955435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:58.956080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:58.956158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:58.956193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:59.077103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:59.077255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:59.077300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:59.077334] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:59.080738] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-17T20:28:59.081009] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-17T20:28:59.081134] [INFO ] [sig       ] PAYX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:59.219681] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PAYX.txt
[2025-12-17T20:28:59.219796] [INFO ] [sig       ] [2444/3576] Completed PAYX in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:28:59.219845] [INFO ] [sig       ] [2445/3576] Forecasting PB...
[2025-12-17T20:28:59.219887] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-17T20:28:59.219930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-17T20:28:59.231302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-17T20:28:59.231619] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-17T20:28:59.232376] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-17T20:28:59.232428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:59.232460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:59.232487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:59.232543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:59.289370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:59.289998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:59.290079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:59.290112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:59.410696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:59.410824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:59.410863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:59.410893] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:59.414174] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-17T20:28:59.414444] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-17T20:28:59.414569] [INFO ] [sig       ] PB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:28:59.553917] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PB.txt
[2025-12-17T20:28:59.554036] [INFO ] [sig       ] [2445/3576] Completed PB in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:28:59.554074] [INFO ] [sig       ] [2446/3576] Forecasting PBA...
[2025-12-17T20:28:59.554103] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-17T20:28:59.554132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-17T20:28:59.565128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-17T20:28:59.565437] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-17T20:28:59.566191] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-17T20:28:59.566241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:59.566272] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:59.566298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:59.566353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:59.622007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:59.622649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:59.622725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:59.622756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:28:59.744953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:28:59.745095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:28:59.745134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:28:59.745163] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:28:59.748656] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=71.16%)
[2025-12-17T20:28:59.748947] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-17T20:28:59.749074] [INFO ] [sig       ] PBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:28:59.889122] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PBA.txt
[2025-12-17T20:28:59.889299] [INFO ] [sig       ] [2446/3576] Completed PBA in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:28:59.889346] [INFO ] [sig       ] [2447/3576] Forecasting PBF...
[2025-12-17T20:28:59.889383] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-17T20:28:59.889417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-17T20:28:59.901034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-17T20:28:59.901412] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-17T20:28:59.902205] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-17T20:28:59.902257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:28:59.902287] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:28:59.902313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:28:59.902368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:28:59.959337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:28:59.960173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:28:59.960255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:28:59.960288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:00.080813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:00.080925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:00.080963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:00.081001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:00.084407] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-17T20:29:00.084712] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-17T20:29:00.084841] [INFO ] [sig       ] PBF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:00.223900] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PBF.txt
[2025-12-17T20:29:00.224050] [INFO ] [sig       ] [2447/3576] Completed PBF in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:29:00.224090] [INFO ] [sig       ] [2448/3576] Forecasting PBFS...
[2025-12-17T20:29:00.224119] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-17T20:29:00.224150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-17T20:29:00.235377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-17T20:29:00.235726] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-17T20:29:00.236540] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-17T20:29:00.236616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:00.236651] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:00.236679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:00.236735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:00.293811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:00.294623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:00.294707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:00.294739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:00.399227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:00.399343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:00.399383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:00.399411] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:00.402812] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2025-12-17T20:29:00.403083] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-17T20:29:00.403206] [INFO ] [sig       ] PBFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:00.542532] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PBFS.txt
[2025-12-17T20:29:00.542667] [INFO ] [sig       ] [2448/3576] Completed PBFS in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:29:00.542707] [INFO ] [sig       ] [2449/3576] Forecasting PBH...
[2025-12-17T20:29:00.542735] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-17T20:29:00.542764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-17T20:29:00.553547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-17T20:29:00.553851] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-17T20:29:00.554640] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-17T20:29:00.554691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:00.554722] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:00.554748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:00.554808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:00.611204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:00.611821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:00.611901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:00.611944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:00.731436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:00.731564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:00.731625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:00.731655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:00.735076] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-17T20:29:00.735347] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-17T20:29:00.735471] [INFO ] [sig       ] PBH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:00.874135] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PBH.txt
[2025-12-17T20:29:00.874292] [INFO ] [sig       ] [2449/3576] Completed PBH in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:29:00.874332] [INFO ] [sig       ] [2450/3576] Forecasting PBI...
[2025-12-17T20:29:00.874361] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-17T20:29:00.874392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-17T20:29:00.886088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-17T20:29:00.886486] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-17T20:29:00.887284] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-17T20:29:00.887337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:00.887367] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:00.887393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:00.887447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:00.942867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:00.943754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:00.943854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:00.943887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:01.060639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:01.060798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:01.061682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:01.061717] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:01.065000] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-17T20:29:01.065273] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-17T20:29:01.065394] [INFO ] [sig       ] PBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:01.201428] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PBI.txt
[2025-12-17T20:29:01.201552] [INFO ] [sig       ] [2450/3576] Completed PBI in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:29:01.201609] [INFO ] [sig       ] [2451/3576] Forecasting PBM...
[2025-12-17T20:29:01.201640] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-17T20:29:01.201670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-17T20:29:01.212266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-17T20:29:01.212569] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-17T20:29:01.213322] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-17T20:29:01.213373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:01.213404] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:01.213432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:01.213499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:01.268997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:01.269757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:01.269839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:01.269873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:01.387644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:01.387794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:01.387834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:01.387863] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:01.391316] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=84.95%)
[2025-12-17T20:29:01.391613] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-17T20:29:01.391743] [INFO ] [sig       ] PBM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:01.533421] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PBM.txt
[2025-12-17T20:29:01.533564] [INFO ] [sig       ] [2451/3576] Completed PBM in 0.3s | 2.93 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-17T20:29:01.533623] [INFO ] [sig       ] [2452/3576] Forecasting PBYI...
[2025-12-17T20:29:01.533652] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-17T20:29:01.533683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-17T20:29:01.544748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-17T20:29:01.545040] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-17T20:29:01.545855] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-17T20:29:01.545907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:01.545937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:01.545963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:01.546018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:01.600745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:01.601369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:01.601448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:01.601480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:01.723090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:01.723239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:01.723277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:01.723305] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:01.726626] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-17T20:29:01.726891] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-17T20:29:01.727012] [INFO ] [sig       ] PBYI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:01.867848] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PBYI.txt
[2025-12-17T20:29:01.867986] [INFO ] [sig       ] [2452/3576] Completed PBYI in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:01.868025] [INFO ] [sig       ] [2453/3576] Forecasting PCB...
[2025-12-17T20:29:01.868060] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-17T20:29:01.868090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-17T20:29:01.878926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-17T20:29:01.879220] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-17T20:29:01.879974] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-17T20:29:01.880036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:01.880068] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:01.880094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:01.880149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:01.934742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:01.935449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:01.935529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:01.935560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:02.050754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:02.050904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:02.050943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:02.050969] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:02.054264] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-17T20:29:02.054533] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-17T20:29:02.054674] [INFO ] [sig       ] PCB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:02.190292] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCB.txt
[2025-12-17T20:29:02.190434] [INFO ] [sig       ] [2453/3576] Completed PCB in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:02.190474] [INFO ] [sig       ] [2454/3576] Forecasting PCF...
[2025-12-17T20:29:02.190502] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-17T20:29:02.190532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-17T20:29:02.201259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-17T20:29:02.201613] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-17T20:29:02.202387] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-17T20:29:02.202448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:02.202485] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:02.202515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:02.202588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:02.257106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:02.257903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:02.258009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:02.258043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:02.375145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:02.375297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:02.375335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:02.375364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:02.378671] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-17T20:29:02.378957] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-17T20:29:02.379082] [INFO ] [sig       ] PCF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:02.516271] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PCF.txt
[2025-12-17T20:29:02.516399] [INFO ] [sig       ] [2454/3576] Completed PCF in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:02.516437] [INFO ] [sig       ] [2455/3576] Forecasting PCG...
[2025-12-17T20:29:02.516467] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-17T20:29:02.516499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-17T20:29:02.528300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-17T20:29:02.528623] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-17T20:29:02.529391] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-17T20:29:02.529442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:02.529474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:02.529500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:02.529555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:02.583853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:02.584484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:02.584562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:02.584613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:02.705505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:02.705674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:02.705715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:02.705744] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:02.709097] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-17T20:29:02.709389] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-17T20:29:02.709524] [INFO ] [sig       ] PCG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:02.846938] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCG.txt
[2025-12-17T20:29:02.847099] [INFO ] [sig       ] [2455/3576] Completed PCG in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:02.847138] [INFO ] [sig       ] [2456/3576] Forecasting PCH...
[2025-12-17T20:29:02.847168] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-17T20:29:02.847198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-17T20:29:02.858621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-17T20:29:02.859042] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-17T20:29:02.859844] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-17T20:29:02.859898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:02.859930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:02.859957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:02.860012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:02.915125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:02.915982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:02.916069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:02.916100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:03.035651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:03.035808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:03.035847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:03.035876] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:03.039209] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2025-12-17T20:29:03.039479] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-17T20:29:03.039632] [INFO ] [sig       ] PCH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:03.177710] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCH.txt
[2025-12-17T20:29:03.177857] [INFO ] [sig       ] [2456/3576] Completed PCH in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:03.177897] [INFO ] [sig       ] [2457/3576] Forecasting PCM...
[2025-12-17T20:29:03.177926] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-17T20:29:03.177956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-17T20:29:03.188746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-17T20:29:03.189071] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-17T20:29:03.189829] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-17T20:29:03.189879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:03.189910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:03.189936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:03.189991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:03.244842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:03.245614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:03.245696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:03.245729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:03.364848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:03.365003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:03.365042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:03.365070] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:03.368400] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-17T20:29:03.368701] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-17T20:29:03.368827] [INFO ] [sig       ] PCM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:03.505893] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PCM.txt
[2025-12-17T20:29:03.506052] [INFO ] [sig       ] [2457/3576] Completed PCM in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:03.506093] [INFO ] [sig       ] [2458/3576] Forecasting PCN...
[2025-12-17T20:29:03.506122] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-17T20:29:03.506152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-17T20:29:03.517405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-17T20:29:03.517771] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-17T20:29:03.518514] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-17T20:29:03.518565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:03.518620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:03.518647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:03.518707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:03.573923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:03.574779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:03.574860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:03.574892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:03.696903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:03.697059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:03.697098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:03.697126] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:03.700543] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-17T20:29:03.700847] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-17T20:29:03.700972] [INFO ] [sig       ] PCN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:03.837276] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PCN.txt
[2025-12-17T20:29:03.837400] [INFO ] [sig       ] [2458/3576] Completed PCN in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:03.837437] [INFO ] [sig       ] [2459/3576] Forecasting PCQ...
[2025-12-17T20:29:03.837467] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-17T20:29:03.837497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-17T20:29:03.848626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-17T20:29:03.848948] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-17T20:29:03.849706] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-17T20:29:03.849756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:03.849786] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:03.849812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:03.849866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:03.904748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:03.905370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:03.905445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:03.905477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:04.021617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:04.021774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:04.021814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:04.021843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:04.025124] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2025-12-17T20:29:04.025417] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-17T20:29:04.025555] [INFO ] [sig       ] PCQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:04.163388] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PCQ.txt
[2025-12-17T20:29:04.163525] [INFO ] [sig       ] [2459/3576] Completed PCQ in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:04.163565] [INFO ] [sig       ] [2460/3576] Forecasting PCRX...
[2025-12-17T20:29:04.163614] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-17T20:29:04.163645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-17T20:29:04.175022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-17T20:29:04.175336] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-17T20:29:04.176110] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-17T20:29:04.176161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:04.176193] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:04.176219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:04.176275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:04.231565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:04.232248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:04.232331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:04.232366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:04.354932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:04.355087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:04.355145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:04.355177] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:04.358630] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=59.01%)
[2025-12-17T20:29:04.358920] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-17T20:29:04.359049] [INFO ] [sig       ] PCRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:04.497824] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PCRX.txt
[2025-12-17T20:29:04.497956] [INFO ] [sig       ] [2460/3576] Completed PCRX in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-17T20:29:04.497994] [INFO ] [sig       ] [2461/3576] Forecasting PCTY...
[2025-12-17T20:29:04.498024] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-17T20:29:04.498053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-17T20:29:04.510261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-17T20:29:04.510751] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-17T20:29:04.511792] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-17T20:29:04.511854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:04.511929] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:04.511971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:04.512053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:04.570971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:04.571820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:04.571902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:04.571935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:04.691454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:04.691625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:04.691668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:04.691697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:04.695125] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-12-17T20:29:04.695418] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-17T20:29:04.695554] [INFO ] [sig       ] PCTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:04.835620] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCTY.txt
[2025-12-17T20:29:04.835755] [INFO ] [sig       ] [2461/3576] Completed PCTY in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:04.835795] [INFO ] [sig       ] [2462/3576] Forecasting PCVX...
[2025-12-17T20:29:04.835823] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-17T20:29:04.835852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-17T20:29:04.847047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-17T20:29:04.847364] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-17T20:29:04.848133] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-17T20:29:04.848196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:04.848236] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:04.848271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:04.848334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:04.904485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:04.905179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:04.905261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:04.905294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:05.033285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:05.033438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:05.033477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:05.033505] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:05.036847] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-17T20:29:05.037118] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-17T20:29:05.037246] [INFO ] [sig       ] PCVX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:05.177816] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCVX.txt
[2025-12-17T20:29:05.177970] [INFO ] [sig       ] [2462/3576] Completed PCVX in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:05.178009] [INFO ] [sig       ] [2463/3576] Forecasting PCYO...
[2025-12-17T20:29:05.178040] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-17T20:29:05.178070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-17T20:29:05.189779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-17T20:29:05.190079] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-17T20:29:05.190856] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-17T20:29:05.190908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:05.190940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:05.190967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:05.191022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:05.249755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:05.250664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:05.250747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:05.250780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:05.368484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:05.368647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:05.368688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:05.368717] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:05.372137] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-17T20:29:05.372415] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-17T20:29:05.372538] [INFO ] [sig       ] PCYO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:05.516653] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PCYO.txt
[2025-12-17T20:29:05.516782] [INFO ] [sig       ] [2463/3576] Completed PCYO in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:05.516821] [INFO ] [sig       ] [2464/3576] Forecasting PD...
[2025-12-17T20:29:05.516850] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-17T20:29:05.516881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-17T20:29:05.528545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-17T20:29:05.528881] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-17T20:29:05.529693] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-17T20:29:05.529745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:05.529788] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:05.529817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:05.529875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:05.587600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:05.588215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:05.588294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:05.588326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:05.706266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:05.706423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:05.706462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:05.706522] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:05.709885] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-17T20:29:05.710165] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-17T20:29:05.710291] [INFO ] [sig       ] PD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:05.852967] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PD.txt
[2025-12-17T20:29:05.853098] [INFO ] [sig       ] [2464/3576] Completed PD in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:05.853138] [INFO ] [sig       ] [2465/3576] Forecasting PDBC...
[2025-12-17T20:29:05.853169] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-17T20:29:05.853200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-17T20:29:05.864360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-17T20:29:05.864652] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-17T20:29:05.865391] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-17T20:29:05.865442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:05.865473] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:05.865498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:05.865554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:05.921462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:05.922077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:05.922154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:05.922185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:06.034326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:06.034480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:06.034519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:06.034730] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:06.038013] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-17T20:29:06.038281] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-17T20:29:06.038409] [INFO ] [sig       ] PDBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:06.177277] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDBC.txt
[2025-12-17T20:29:06.177421] [INFO ] [sig       ] [2465/3576] Completed PDBC in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:06.177467] [INFO ] [sig       ] [2466/3576] Forecasting PDD...
[2025-12-17T20:29:06.177508] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-17T20:29:06.177543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-17T20:29:06.189436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-17T20:29:06.189791] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-17T20:29:06.190522] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-17T20:29:06.190590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:06.190624] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:06.190650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:06.190706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:06.249476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:06.250293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:06.250382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:06.250421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:06.372130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:06.372298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:06.372340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:06.372368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:06.375925] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-17T20:29:06.376212] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-17T20:29:06.376343] [INFO ] [sig       ] PDD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:06.514215] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PDD.txt
[2025-12-17T20:29:06.514344] [INFO ] [sig       ] [2466/3576] Completed PDD in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:06.514382] [INFO ] [sig       ] [2467/3576] Forecasting PDEX...
[2025-12-17T20:29:06.514411] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-17T20:29:06.514442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-17T20:29:06.525607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-17T20:29:06.525900] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-17T20:29:06.526665] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-17T20:29:06.526716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:06.526747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:06.526772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:06.526835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:06.581765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:06.582362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:06.582444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:06.582475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:06.703776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:06.703923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:06.703961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:06.703989] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:06.707257] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2025-12-17T20:29:06.707528] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-17T20:29:06.707669] [INFO ] [sig       ] PDEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:06.843985] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDEX.txt
[2025-12-17T20:29:06.844107] [INFO ] [sig       ] [2467/3576] Completed PDEX in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:06.844145] [INFO ] [sig       ] [2468/3576] Forecasting PDFS...
[2025-12-17T20:29:06.844181] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-17T20:29:06.844212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-17T20:29:06.855381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-17T20:29:06.855666] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-17T20:29:06.856416] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-17T20:29:06.856468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:06.856499] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:06.856526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:06.856603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:06.912957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:06.913629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:06.913708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:06.913740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:07.034895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:07.035047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:07.035086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:07.035115] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:07.038407] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=61.41%)
[2025-12-17T20:29:07.038688] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-17T20:29:07.038813] [INFO ] [sig       ] PDFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:07.176776] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDFS.txt
[2025-12-17T20:29:07.176924] [INFO ] [sig       ] [2468/3576] Completed PDFS in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:07.176965] [INFO ] [sig       ] [2469/3576] Forecasting PDI...
[2025-12-17T20:29:07.176994] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-17T20:29:07.177023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-17T20:29:07.188941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-17T20:29:07.189326] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-17T20:29:07.190130] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-17T20:29:07.190181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:07.190212] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:07.190237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:07.190296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:07.245792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:07.246727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:07.246822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:07.246853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:07.365649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:07.365805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:07.365844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:07.365874] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:07.369327] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-17T20:29:07.369672] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-17T20:29:07.369804] [INFO ] [sig       ] PDI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:07.510781] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDI.txt
[2025-12-17T20:29:07.510921] [INFO ] [sig       ] [2469/3576] Completed PDI in 0.3s | 2.93 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-17T20:29:07.510960] [INFO ] [sig       ] [2470/3576] Forecasting PDLB...
[2025-12-17T20:29:07.510990] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-17T20:29:07.511020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-17T20:29:07.522185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-17T20:29:07.522448] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-17T20:29:07.523197] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-17T20:29:07.523248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:07.523279] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:07.523305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:07.523360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:07.578080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:07.578836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:07.578948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:07.578982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:07.701987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:07.702137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:07.702177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:07.702204] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:07.705529] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-17T20:29:07.705827] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-17T20:29:07.705953] [INFO ] [sig       ] PDLB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:07.843767] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PDLB.txt
[2025-12-17T20:29:07.843902] [INFO ] [sig       ] [2470/3576] Completed PDLB in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:07.843941] [INFO ] [sig       ] [2471/3576] Forecasting PDM...
[2025-12-17T20:29:07.843971] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-17T20:29:07.844001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-17T20:29:07.855215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-17T20:29:07.855480] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-17T20:29:07.856226] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-17T20:29:07.856277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:07.856308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:07.856335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:07.856398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:07.912308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:07.913002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:07.913106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:07.913139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:08.036483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:08.036649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:08.036690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:08.036738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:08.040162] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-17T20:29:08.040463] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-17T20:29:08.040639] [INFO ] [sig       ] PDM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:08.184724] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PDM.txt
[2025-12-17T20:29:08.184851] [INFO ] [sig       ] [2471/3576] Completed PDM in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:08.184889] [INFO ] [sig       ] [2472/3576] Forecasting PDO...
[2025-12-17T20:29:08.184918] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-17T20:29:08.184949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-17T20:29:08.196790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-17T20:29:08.197070] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-17T20:29:08.197827] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-17T20:29:08.197879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:08.197911] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:08.197938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:08.197993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:08.262682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:08.263816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:08.263938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:08.263983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:08.377638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:08.377783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:08.377823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:08.377851] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:08.381287] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-17T20:29:08.381621] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-17T20:29:08.381757] [INFO ] [sig       ] PDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:08.520992] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDO.txt
[2025-12-17T20:29:08.521147] [INFO ] [sig       ] [2472/3576] Completed PDO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:08.521185] [INFO ] [sig       ] [2473/3576] Forecasting PDP...
[2025-12-17T20:29:08.521216] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-17T20:29:08.521246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-17T20:29:08.532855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-17T20:29:08.533212] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-17T20:29:08.533995] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-17T20:29:08.534046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:08.534076] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:08.534101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:08.534155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:08.590101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:08.590992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:08.591077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:08.591126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:08.710152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:08.710308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:08.710347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:08.710375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:08.713755] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-17T20:29:08.714019] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-17T20:29:08.714139] [INFO ] [sig       ] PDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:08.855395] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PDP.txt
[2025-12-17T20:29:08.855543] [INFO ] [sig       ] [2473/3576] Completed PDP in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:08.855614] [INFO ] [sig       ] [2474/3576] Forecasting PDS...
[2025-12-17T20:29:08.855646] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-17T20:29:08.855688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-17T20:29:08.866935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-17T20:29:08.867218] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-17T20:29:08.867964] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-17T20:29:08.868015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:08.868045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:08.868071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:08.868127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:08.924140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:08.925019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:08.925099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:08.925131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:09.043679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:09.043832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:09.043873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:09.043903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:09.047249] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-17T20:29:09.047549] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-17T20:29:09.047711] [INFO ] [sig       ] PDS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:09.197920] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PDS.txt
[2025-12-17T20:29:09.198099] [INFO ] [sig       ] [2474/3576] Completed PDS in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:09.198140] [INFO ] [sig       ] [2475/3576] Forecasting PDX...
[2025-12-17T20:29:09.198170] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-17T20:29:09.198201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-17T20:29:09.209456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-17T20:29:09.209772] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-17T20:29:09.210505] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-17T20:29:09.210555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:09.210610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:09.210650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:09.210707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:09.265755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:09.266610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:09.266693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:09.266725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:09.383447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:09.383624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:09.383666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:09.383695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:09.387312] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-17T20:29:09.387648] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-17T20:29:09.387783] [INFO ] [sig       ] PDX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:09.536312] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDX.txt
[2025-12-17T20:29:09.536511] [INFO ] [sig       ] [2475/3576] Completed PDX in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:09.536594] [INFO ] [sig       ] [2476/3576] Forecasting PDYN...
[2025-12-17T20:29:09.536648] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-17T20:29:09.536695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-17T20:29:09.552059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-17T20:29:09.552487] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-17T20:29:09.553607] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-17T20:29:09.553676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:09.553729] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:09.553778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:09.553869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:09.619225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:09.620346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:09.620431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:09.620471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:09.739367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:09.739529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:09.739593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:09.739625] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:09.742979] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-17T20:29:09.743253] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-17T20:29:09.743379] [INFO ] [sig       ] PDYN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:09.883938] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PDYN.txt
[2025-12-17T20:29:09.884076] [INFO ] [sig       ] [2476/3576] Completed PDYN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:09.884115] [INFO ] [sig       ] [2477/3576] Forecasting PEB...
[2025-12-17T20:29:09.884144] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-17T20:29:09.884174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-17T20:29:09.896683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-17T20:29:09.896950] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-17T20:29:09.897744] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-17T20:29:09.897795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:09.897826] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:09.897853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:09.897908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:09.953454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:09.954033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:09.954108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:09.954140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:10.074301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:10.074454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:10.074492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:10.074520] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:10.077796] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-17T20:29:10.078057] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-17T20:29:10.078177] [INFO ] [sig       ] PEB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:10.215158] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PEB.txt
[2025-12-17T20:29:10.215268] [INFO ] [sig       ] [2477/3576] Completed PEB in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-17T20:29:10.215306] [INFO ] [sig       ] [2478/3576] Forecasting PEBK...
[2025-12-17T20:29:10.215334] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-17T20:29:10.215363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-17T20:29:10.224736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-17T20:29:10.224970] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-17T20:29:10.225713] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-17T20:29:10.225763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:10.225818] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:10.225846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:10.225901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:10.281430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:10.282010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:10.282085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:10.282117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:10.374061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:10.374157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:10.374192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:10.374219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:10.377258] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-17T20:29:10.377513] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-17T20:29:10.377650] [INFO ] [sig       ] PEBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:10.518806] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PEBK.txt
[2025-12-17T20:29:10.518935] [INFO ] [sig       ] [2478/3576] Completed PEBK in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:10.518974] [INFO ] [sig       ] [2479/3576] Forecasting PEBO...
[2025-12-17T20:29:10.519003] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-17T20:29:10.519038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-17T20:29:10.530236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-17T20:29:10.530512] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-17T20:29:10.531289] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-17T20:29:10.531340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:10.531371] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:10.531397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:10.531453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:10.587801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:10.588374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:10.588447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:10.588479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:10.706706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:10.706835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:10.706872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:10.706901] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:10.710192] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=58.69%)
[2025-12-17T20:29:10.710457] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-17T20:29:10.710622] [INFO ] [sig       ] PEBO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:10.848506] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PEBO.txt
[2025-12-17T20:29:10.848639] [INFO ] [sig       ] [2479/3576] Completed PEBO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:10.848679] [INFO ] [sig       ] [2480/3576] Forecasting PECO...
[2025-12-17T20:29:10.848709] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-17T20:29:10.848738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-17T20:29:10.859760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-17T20:29:10.860034] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-17T20:29:10.860820] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-17T20:29:10.860871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:10.860903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:10.860930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:10.860984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:10.916829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:10.917390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:10.917466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:10.917509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:11.032956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:11.033105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:11.033143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:11.033171] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:11.036410] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-17T20:29:11.036691] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-17T20:29:11.036812] [INFO ] [sig       ] PECO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:11.174092] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PECO.txt
[2025-12-17T20:29:11.174211] [INFO ] [sig       ] [2480/3576] Completed PECO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:11.174250] [INFO ] [sig       ] [2481/3576] Forecasting PEG...
[2025-12-17T20:29:11.174280] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-17T20:29:11.174311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-17T20:29:11.185067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-17T20:29:11.185360] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-17T20:29:11.186109] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-17T20:29:11.186158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:11.186190] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:11.186216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:11.186271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:11.241743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:11.242309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:11.242387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:11.242418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:11.359326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:11.359449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:11.359486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:11.359548] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:11.362722] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-17T20:29:11.362982] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-17T20:29:11.363106] [INFO ] [sig       ] PEG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:11.501390] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PEG.txt
[2025-12-17T20:29:11.501513] [INFO ] [sig       ] [2481/3576] Completed PEG in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:11.501551] [INFO ] [sig       ] [2482/3576] Forecasting PEGA...
[2025-12-17T20:29:11.501599] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-17T20:29:11.501632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-17T20:29:11.513125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-17T20:29:11.513454] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-17T20:29:11.514217] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-17T20:29:11.514269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:11.514299] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:11.514326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:11.514381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:11.570103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:11.570750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:11.570825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:11.570857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:11.691180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:11.691314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:11.691350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:11.691379] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:11.694617] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-17T20:29:11.694876] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-17T20:29:11.694995] [INFO ] [sig       ] PEGA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:11.834038] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PEGA.txt
[2025-12-17T20:29:11.834153] [INFO ] [sig       ] [2482/3576] Completed PEGA in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:11.834191] [INFO ] [sig       ] [2483/3576] Forecasting PEN...
[2025-12-17T20:29:11.834220] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-17T20:29:11.834250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-17T20:29:11.845434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-17T20:29:11.845715] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-17T20:29:11.846439] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-17T20:29:11.846489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:11.846520] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:11.846546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:11.846618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:11.905643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:11.906335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:11.906422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:11.906455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:12.026923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:12.027064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:12.027103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:12.027132] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:12.030383] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-17T20:29:12.030666] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-17T20:29:12.030786] [INFO ] [sig       ] PEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:12.169271] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PEN.txt
[2025-12-17T20:29:12.169393] [INFO ] [sig       ] [2483/3576] Completed PEN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:12.169430] [INFO ] [sig       ] [2484/3576] Forecasting PENN...
[2025-12-17T20:29:12.169467] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-17T20:29:12.169497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-17T20:29:12.181130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-17T20:29:12.181394] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-17T20:29:12.182133] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-17T20:29:12.182184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:12.182214] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:12.182240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:12.182295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:12.237657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:12.238233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:12.238309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:12.238340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:12.353095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:12.353240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:12.353278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:12.353306] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:12.356491] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-17T20:29:12.356776] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-17T20:29:12.356898] [INFO ] [sig       ] PENN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:12.496163] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PENN.txt
[2025-12-17T20:29:12.496303] [INFO ] [sig       ] [2484/3576] Completed PENN in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:12.496348] [INFO ] [sig       ] [2485/3576] Forecasting PEO...
[2025-12-17T20:29:12.496377] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-17T20:29:12.496406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-17T20:29:12.508936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-17T20:29:12.509287] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-17T20:29:12.510150] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-17T20:29:12.510204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:12.510237] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:12.510263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:12.510318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:12.566988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:12.567928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:12.568021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:12.568053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:12.681558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:12.681743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:12.681784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:12.681812] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:12.685200] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-17T20:29:12.685477] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-17T20:29:12.685625] [INFO ] [sig       ] PEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:12.826146] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PEO.txt
[2025-12-17T20:29:12.826300] [INFO ] [sig       ] [2485/3576] Completed PEO in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:12.826339] [INFO ] [sig       ] [2486/3576] Forecasting PEP...
[2025-12-17T20:29:12.826371] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-17T20:29:12.826402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-17T20:29:12.838097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-17T20:29:12.838485] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-17T20:29:12.839355] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-17T20:29:12.839409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:12.839442] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:12.839469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:12.839535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:12.895169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:12.896057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:12.896147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:12.896181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:13.017652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:13.017802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:13.017840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:13.017869] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:13.021217] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=39.76%)
[2025-12-17T20:29:13.021508] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-17T20:29:13.021657] [INFO ] [sig       ] PEP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:13.160227] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PEP.txt
[2025-12-17T20:29:13.160357] [INFO ] [sig       ] [2486/3576] Completed PEP in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:13.160396] [INFO ] [sig       ] [2487/3576] Forecasting PEPG...
[2025-12-17T20:29:13.160427] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-17T20:29:13.160457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-17T20:29:13.172033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-17T20:29:13.172406] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-17T20:29:13.173237] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-17T20:29:13.173290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:13.173321] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:13.173347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:13.173402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:13.229371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:13.230224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:13.230304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:13.230337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:13.344412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:13.344586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:13.344638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:13.344672] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:13.347962] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-17T20:29:13.348224] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-17T20:29:13.348350] [INFO ] [sig       ] PEPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:13.490176] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PEPG.txt
[2025-12-17T20:29:13.490320] [INFO ] [sig       ] [2487/3576] Completed PEPG in 0.3s | 2.93 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-17T20:29:13.490360] [INFO ] [sig       ] [2488/3576] Forecasting PERF...
[2025-12-17T20:29:13.490389] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-17T20:29:13.490419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-17T20:29:13.501786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-17T20:29:13.502077] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-17T20:29:13.502891] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-17T20:29:13.502953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:13.502992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:13.503018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:13.503073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:13.558397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:13.559064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:13.559176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:13.559208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:13.673390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:13.673546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:13.673602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:13.673632] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:13.677038] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-17T20:29:13.677321] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-17T20:29:13.677445] [INFO ] [sig       ] PERF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:13.863950] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PERF.txt
[2025-12-17T20:29:13.864084] [INFO ] [sig       ] [2488/3576] Completed PERF in 0.4s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:13.864121] [INFO ] [sig       ] [2489/3576] Forecasting PERI...
[2025-12-17T20:29:13.864152] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-17T20:29:13.864182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-17T20:29:13.875469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-17T20:29:13.875753] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-17T20:29:13.876483] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-17T20:29:13.876533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:13.876567] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:13.876618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:13.876675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:13.932992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:13.933590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:13.933670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:13.933702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:14.048821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:14.048981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:14.049021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:14.049049] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:14.052379] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-17T20:29:14.052666] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-17T20:29:14.052792] [INFO ] [sig       ] PERI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:14.192836] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PERI.txt
[2025-12-17T20:29:14.192948] [INFO ] [sig       ] [2489/3576] Completed PERI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:14.192986] [INFO ] [sig       ] [2490/3576] Forecasting PESI...
[2025-12-17T20:29:14.193013] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-17T20:29:14.193042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-17T20:29:14.204092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-17T20:29:14.204357] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-17T20:29:14.205097] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-17T20:29:14.205148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:14.205180] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:14.205206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:14.205261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:14.261154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:14.261752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:14.261829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:14.261860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:14.382610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:14.382751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:14.382789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:14.382817] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:14.386077] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-17T20:29:14.386336] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-17T20:29:14.386457] [INFO ] [sig       ] PESI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:14.525658] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PESI.txt
[2025-12-17T20:29:14.525771] [INFO ] [sig       ] [2490/3576] Completed PESI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:14.525809] [INFO ] [sig       ] [2491/3576] Forecasting PETS...
[2025-12-17T20:29:14.525837] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-17T20:29:14.525867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-17T20:29:14.537017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-17T20:29:14.537289] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-17T20:29:14.538082] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-17T20:29:14.538133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:14.538165] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:14.538191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:14.538246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:14.594133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:14.594776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:14.594852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:14.594883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:14.715179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:14.715320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:14.715358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:14.715388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:14.718656] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-17T20:29:14.718944] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-17T20:29:14.719066] [INFO ] [sig       ] PETS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:14.857503] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PETS.txt
[2025-12-17T20:29:14.857656] [INFO ] [sig       ] [2491/3576] Completed PETS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:14.857704] [INFO ] [sig       ] [2492/3576] Forecasting PEY...
[2025-12-17T20:29:14.857734] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-17T20:29:14.857765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-17T20:29:14.868787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-17T20:29:14.869082] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-17T20:29:14.869876] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-17T20:29:14.869928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:14.869959] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:14.869986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:14.870041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:14.926193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:14.926794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:14.926869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:14.926900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:15.041825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:15.041979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:15.042018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:15.042046] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:15.045337] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-17T20:29:15.045624] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-17T20:29:15.045745] [INFO ] [sig       ] PEY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:15.185290] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PEY.txt
[2025-12-17T20:29:15.185432] [INFO ] [sig       ] [2492/3576] Completed PEY in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:15.185470] [INFO ] [sig       ] [2493/3576] Forecasting PFBC...
[2025-12-17T20:29:15.185499] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-17T20:29:15.185530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-17T20:29:15.196610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-17T20:29:15.196886] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-17T20:29:15.197645] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-17T20:29:15.197707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:15.197744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:15.197775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:15.197830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:15.253879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:15.254482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:15.254563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:15.254625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:15.377258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:15.377433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:15.377478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:15.377509] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:15.381225] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2025-12-17T20:29:15.381520] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-17T20:29:15.381701] [INFO ] [sig       ] PFBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:15.525405] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFBC.txt
[2025-12-17T20:29:15.525543] [INFO ] [sig       ] [2493/3576] Completed PFBC in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:15.525603] [INFO ] [sig       ] [2494/3576] Forecasting PFD...
[2025-12-17T20:29:15.525641] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-17T20:29:15.525678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-17T20:29:15.536811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-17T20:29:15.537163] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-17T20:29:15.538027] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-17T20:29:15.538080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:15.538115] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:15.538143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:15.538200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:15.594181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:15.595160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:15.595256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:15.595298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:15.709998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:15.710158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:15.710199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:15.710228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:15.713663] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=36.19%)
[2025-12-17T20:29:15.713936] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-17T20:29:15.714061] [INFO ] [sig       ] PFD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:15.858057] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFD.txt
[2025-12-17T20:29:15.858206] [INFO ] [sig       ] [2494/3576] Completed PFD in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-17T20:29:15.858247] [INFO ] [sig       ] [2495/3576] Forecasting PFF...
[2025-12-17T20:29:15.858278] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-17T20:29:15.858310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-17T20:29:15.873191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-17T20:29:15.873614] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-17T20:29:15.874557] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-17T20:29:15.874636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:15.874708] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:15.874745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:15.874823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:15.951192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:15.952406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:15.952494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:15.952528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:16.075453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:16.075634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:16.075695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:16.075726] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:16.079204] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-17T20:29:16.079487] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-17T20:29:16.079650] [INFO ] [sig       ] PFF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:16.218361] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFF.txt
[2025-12-17T20:29:16.218505] [INFO ] [sig       ] [2495/3576] Completed PFF in 0.4s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:16.218545] [INFO ] [sig       ] [2496/3576] Forecasting PFG...
[2025-12-17T20:29:16.218594] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-17T20:29:16.218629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-17T20:29:16.230338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-17T20:29:16.230674] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-17T20:29:16.231461] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-17T20:29:16.231513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:16.231544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:16.231594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:16.231655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:16.287556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:16.288362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:16.288445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:16.288478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:16.424200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:16.424383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:16.424449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:16.424497] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:16.428979] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=93.21%)
[2025-12-17T20:29:16.429615] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-17T20:29:16.429764] [INFO ] [sig       ] PFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:16.575639] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFG.txt
[2025-12-17T20:29:16.575789] [INFO ] [sig       ] [2496/3576] Completed PFG in 0.4s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:16.575829] [INFO ] [sig       ] [2497/3576] Forecasting PFGC...
[2025-12-17T20:29:16.575858] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-17T20:29:16.575887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-17T20:29:16.587381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-17T20:29:16.587678] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-17T20:29:16.588424] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-17T20:29:16.588476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:16.588510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:16.588537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:16.588618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:16.647850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:16.648728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:16.648847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:16.648909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:16.770907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:16.771056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:16.771094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:16.771122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:16.774397] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-17T20:29:16.774681] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-17T20:29:16.774803] [INFO ] [sig       ] PFGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:16.911886] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFGC.txt
[2025-12-17T20:29:16.912031] [INFO ] [sig       ] [2497/3576] Completed PFGC in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:16.912081] [INFO ] [sig       ] [2498/3576] Forecasting PFH...
[2025-12-17T20:29:16.912111] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-17T20:29:16.912142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-17T20:29:16.923997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-17T20:29:16.924345] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-17T20:29:16.925115] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-17T20:29:16.925166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:16.925197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:16.925222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:16.925277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:16.980241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:16.981108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:16.981190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:16.981222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:17.100932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:17.101086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:17.101125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:17.101185] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:17.104529] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-17T20:29:17.104846] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-17T20:29:17.104970] [INFO ] [sig       ] PFH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:17.246270] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFH.txt
[2025-12-17T20:29:17.246411] [INFO ] [sig       ] [2498/3576] Completed PFH in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:17.246452] [INFO ] [sig       ] [2499/3576] Forecasting PFIS...
[2025-12-17T20:29:17.246482] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-17T20:29:17.246514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-17T20:29:17.257748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-17T20:29:17.258045] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-17T20:29:17.258800] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-17T20:29:17.258883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:17.258930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:17.258959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:17.259014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:17.315749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:17.316628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:17.316710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:17.316742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:17.429371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:17.429529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:17.429587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:17.429618] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:17.432980] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-17T20:29:17.433244] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-17T20:29:17.433367] [INFO ] [sig       ] PFIS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:17.573046] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFIS.txt
[2025-12-17T20:29:17.573198] [INFO ] [sig       ] [2499/3576] Completed PFIS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:17.573238] [INFO ] [sig       ] [2500/3576] Forecasting PFL...
[2025-12-17T20:29:17.573267] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-17T20:29:17.573297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-17T20:29:17.584919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-17T20:29:17.585285] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-17T20:29:17.586068] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-17T20:29:17.586119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:17.586151] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:17.586177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:17.586233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:17.642076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:17.642965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:17.643049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:17.643082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:17.760308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:17.760463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:17.760506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:17.760535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:17.764074] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-12-17T20:29:17.764361] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-17T20:29:17.764492] [INFO ] [sig       ] PFL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:17.905197] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFL.txt
[2025-12-17T20:29:17.905330] [INFO ] [sig       ] [2500/3576] Completed PFL in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:17.905369] [INFO ] [sig       ] [2501/3576] Forecasting PFM...
[2025-12-17T20:29:17.905397] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-17T20:29:17.905428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-17T20:29:17.916332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-17T20:29:17.916642] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-17T20:29:17.917369] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-17T20:29:17.917419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:17.917450] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:17.917476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:17.917530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:17.971702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:17.972520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:17.972617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:17.972652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:18.094327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:18.094508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:18.094554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:18.094602] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:18.098084] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-17T20:29:18.098348] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-17T20:29:18.098466] [INFO ] [sig       ] PFM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:18.236795] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFM.txt
[2025-12-17T20:29:18.236950] [INFO ] [sig       ] [2501/3576] Completed PFM in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:18.236990] [INFO ] [sig       ] [2502/3576] Forecasting PFN...
[2025-12-17T20:29:18.237019] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-17T20:29:18.237049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-17T20:29:18.248450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-17T20:29:18.248837] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-17T20:29:18.249664] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-17T20:29:18.249727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:18.249765] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:18.249796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:18.249862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:18.307160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:18.308015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:18.308093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:18.308125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:18.427875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:18.428026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:18.428064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:18.428092] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:18.431393] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-17T20:29:18.431678] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-17T20:29:18.431803] [INFO ] [sig       ] PFN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:18.571842] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFN.txt
[2025-12-17T20:29:18.571977] [INFO ] [sig       ] [2502/3576] Completed PFN in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:18.572016] [INFO ] [sig       ] [2503/3576] Forecasting PFO...
[2025-12-17T20:29:18.572094] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-17T20:29:18.572127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-17T20:29:18.583286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-17T20:29:18.583595] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-17T20:29:18.584326] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-17T20:29:18.584376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:18.584407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:18.584432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:18.584486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:18.639913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:18.640755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:18.640848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:18.640882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:18.756920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:18.757076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:18.757116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:18.757144] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:18.760637] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-17T20:29:18.760912] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-17T20:29:18.761039] [INFO ] [sig       ] PFO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:18.902722] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFO.txt
[2025-12-17T20:29:18.902856] [INFO ] [sig       ] [2503/3576] Completed PFO in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:18.902894] [INFO ] [sig       ] [2504/3576] Forecasting PFS...
[2025-12-17T20:29:18.902924] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-17T20:29:18.902953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-17T20:29:18.914882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-17T20:29:18.915205] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-17T20:29:18.915973] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-17T20:29:18.916026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:18.916059] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:18.916086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:18.916144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:18.972773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:18.973654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:18.973743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:18.973777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:19.095753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:19.095915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:19.095964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:19.095992] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:19.099366] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-17T20:29:19.099647] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-17T20:29:19.099775] [INFO ] [sig       ] PFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:19.238164] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PFS.txt
[2025-12-17T20:29:19.238318] [INFO ] [sig       ] [2504/3576] Completed PFS in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:19.238359] [INFO ] [sig       ] [2505/3576] Forecasting PFSI...
[2025-12-17T20:29:19.238387] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-17T20:29:19.238417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-17T20:29:19.249608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-17T20:29:19.249913] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-17T20:29:19.250665] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-17T20:29:19.250729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:19.250784] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:19.250816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:19.250872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:19.306074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:19.306978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:19.307092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:19.307125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:19.425760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:19.425913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:19.425953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:19.425982] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:19.432655] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-17T20:29:19.433046] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-17T20:29:19.433228] [INFO ] [sig       ] PFSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:19.574057] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PFSI.txt
[2025-12-17T20:29:19.574212] [INFO ] [sig       ] [2505/3576] Completed PFSI in 0.3s | 2.93 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-17T20:29:19.574255] [INFO ] [sig       ] [2506/3576] Forecasting PGC...
[2025-12-17T20:29:19.574286] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-17T20:29:19.574317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-17T20:29:19.586140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-17T20:29:19.586491] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-17T20:29:19.587321] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-17T20:29:19.587375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:19.587408] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:19.587436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:19.587493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:19.644977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:19.645878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:19.645986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:19.646021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:19.767478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:19.767653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:19.767697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:19.767744] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:19.771226] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=40.06%)
[2025-12-17T20:29:19.771532] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-17T20:29:19.771685] [INFO ] [sig       ] PGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:19.908975] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGC.txt
[2025-12-17T20:29:19.909136] [INFO ] [sig       ] [2506/3576] Completed PGC in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:19.909176] [INFO ] [sig       ] [2507/3576] Forecasting PGEN...
[2025-12-17T20:29:19.909206] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-17T20:29:19.909236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-17T20:29:19.920921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-17T20:29:19.921302] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-17T20:29:19.922087] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-17T20:29:19.922138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:19.922169] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:19.922195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:19.922251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:19.978439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:19.979467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:19.979555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:19.979609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:20.104444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:20.104624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:20.104668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:20.104697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:20.108551] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-17T20:29:20.108847] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-17T20:29:20.108999] [INFO ] [sig       ] PGEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:20.259019] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGEN.txt
[2025-12-17T20:29:20.259172] [INFO ] [sig       ] [2507/3576] Completed PGEN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:20.259212] [INFO ] [sig       ] [2508/3576] Forecasting PGJ...
[2025-12-17T20:29:20.259242] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-17T20:29:20.259281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-17T20:29:20.271437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-17T20:29:20.271818] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-17T20:29:20.272658] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-17T20:29:20.272714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:20.272748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:20.272775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:20.272832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:20.332775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:20.333532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:20.333634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:20.333669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:20.456046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:20.456206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:20.456246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:20.456274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:20.459677] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-17T20:29:20.459965] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-17T20:29:20.460093] [INFO ] [sig       ] PGJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:20.599560] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGJ.txt
[2025-12-17T20:29:20.599773] [INFO ] [sig       ] [2508/3576] Completed PGJ in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:20.599822] [INFO ] [sig       ] [2509/3576] Forecasting PGNY...
[2025-12-17T20:29:20.599856] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-17T20:29:20.599889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-17T20:29:20.611072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-17T20:29:20.611322] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-17T20:29:20.612073] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-17T20:29:20.612123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:20.612154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:20.612181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:20.612239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:20.668217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:20.669082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:20.669167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:20.669199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:20.784928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:20.785082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:20.785121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:20.785149] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:20.788473] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-17T20:29:20.788755] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-17T20:29:20.788893] [INFO ] [sig       ] PGNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:20.932419] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PGNY.txt
[2025-12-17T20:29:20.932615] [INFO ] [sig       ] [2509/3576] Completed PGNY in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:20.932658] [INFO ] [sig       ] [2510/3576] Forecasting PGP...
[2025-12-17T20:29:20.932689] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-17T20:29:20.932720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-17T20:29:20.943827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-17T20:29:20.944103] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-17T20:29:20.944913] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-17T20:29:20.944965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:20.944996] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:20.945023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:20.945088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:21.002834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:21.003558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:21.003666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:21.003712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:21.120217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:21.120370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:21.120410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:21.120441] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:21.123860] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-17T20:29:21.124138] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-17T20:29:21.124270] [INFO ] [sig       ] PGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:21.265021] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PGP.txt
[2025-12-17T20:29:21.265181] [INFO ] [sig       ] [2510/3576] Completed PGP in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:21.265222] [INFO ] [sig       ] [2511/3576] Forecasting PGRE...
[2025-12-17T20:29:21.265251] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-17T20:29:21.265281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-17T20:29:21.276641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-17T20:29:21.276968] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-17T20:29:21.277745] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-17T20:29:21.277798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:21.277830] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:21.277857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:21.277913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:21.335336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:21.336214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:21.336313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:21.336348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:21.453952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:21.454103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:21.454144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:21.454174] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:21.457537] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-17T20:29:21.457856] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-17T20:29:21.457982] [INFO ] [sig       ] PGRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:21.595963] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGRE.txt
[2025-12-17T20:29:21.596095] [INFO ] [sig       ] [2511/3576] Completed PGRE in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:21.596134] [INFO ] [sig       ] [2512/3576] Forecasting PGY...
[2025-12-17T20:29:21.596162] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-17T20:29:21.596192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-17T20:29:21.607709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-17T20:29:21.608012] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-17T20:29:21.608770] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-17T20:29:21.608832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:21.608912] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:21.608942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:21.608998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:21.664286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:21.665014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:21.665091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:21.665123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:21.783880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:21.784037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:21.784077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:21.784104] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:21.787464] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-17T20:29:21.787773] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-17T20:29:21.787905] [INFO ] [sig       ] PGY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:21.926021] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGY.txt
[2025-12-17T20:29:21.926153] [INFO ] [sig       ] [2512/3576] Completed PGY in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-17T20:29:21.926192] [INFO ] [sig       ] [2513/3576] Forecasting PGZ...
[2025-12-17T20:29:21.926220] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-17T20:29:21.926250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-17T20:29:21.937325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-17T20:29:21.937638] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-17T20:29:21.938399] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-17T20:29:21.938449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:21.938480] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:21.938507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:21.938562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:21.993675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:21.994388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:21.994467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:21.994500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:22.109532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:22.109709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:22.109750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:22.109778] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:22.113060] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-17T20:29:22.113330] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-17T20:29:22.113453] [INFO ] [sig       ] PGZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:22.251615] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PGZ.txt
[2025-12-17T20:29:22.251758] [INFO ] [sig       ] [2513/3576] Completed PGZ in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:22.251800] [INFO ] [sig       ] [2514/3576] Forecasting PH...
[2025-12-17T20:29:22.251831] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-17T20:29:22.251860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-17T20:29:22.263083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-17T20:29:22.263407] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-17T20:29:22.264193] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-17T20:29:22.264243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:22.264274] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:22.264301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:22.264364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:22.319186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:22.320023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:22.320111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:22.320145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:22.437468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:22.437639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:22.437679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:22.437707] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:22.441002] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-12-17T20:29:22.441270] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-17T20:29:22.441391] [INFO ] [sig       ] PH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:22.579460] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PH.txt
[2025-12-17T20:29:22.579606] [INFO ] [sig       ] [2514/3576] Completed PH in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:22.579646] [INFO ] [sig       ] [2515/3576] Forecasting PHG...
[2025-12-17T20:29:22.579676] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-17T20:29:22.579706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-17T20:29:22.591150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-17T20:29:22.591469] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-17T20:29:22.592219] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-17T20:29:22.592270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:22.592300] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:22.592326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:22.592381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:22.646747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:22.647393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:22.647471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:22.647503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:22.765465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:22.765641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:22.765682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:22.765710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:22.769076] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-17T20:29:22.769346] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-17T20:29:22.769468] [INFO ] [sig       ] PHG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:22.910174] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PHG.txt
[2025-12-17T20:29:22.910332] [INFO ] [sig       ] [2515/3576] Completed PHG in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:22.910398] [INFO ] [sig       ] [2516/3576] Forecasting PHI...
[2025-12-17T20:29:22.910431] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-17T20:29:22.910463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-17T20:29:22.923225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-17T20:29:22.923669] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-17T20:29:22.924458] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-17T20:29:22.924510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:22.924542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:22.924570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:22.924673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:22.984426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:22.985277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:22.985361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:22.985394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:23.106520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:23.106687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:23.106729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:23.106758] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:23.110203] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-17T20:29:23.110490] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-17T20:29:23.110637] [INFO ] [sig       ] PHI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:23.256470] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PHI.txt
[2025-12-17T20:29:23.256681] [INFO ] [sig       ] [2516/3576] Completed PHI in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:23.256748] [INFO ] [sig       ] [2517/3576] Forecasting PHIN...
[2025-12-17T20:29:23.256793] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-17T20:29:23.256827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-17T20:29:23.268612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-17T20:29:23.269024] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-17T20:29:23.269825] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-17T20:29:23.269878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:23.269909] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:23.269934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:23.269990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:23.329741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:23.330636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:23.330722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:23.330755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:23.460364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:23.460518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:23.460559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:23.460608] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:23.464107] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-17T20:29:23.464399] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-17T20:29:23.464548] [INFO ] [sig       ] PHIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:23.609197] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PHIN.txt
[2025-12-17T20:29:23.609358] [INFO ] [sig       ] [2517/3576] Completed PHIN in 0.4s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:23.609401] [INFO ] [sig       ] [2518/3576] Forecasting PHIO...
[2025-12-17T20:29:23.609431] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-17T20:29:23.609464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-17T20:29:23.621258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-17T20:29:23.621643] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-17T20:29:23.622402] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-17T20:29:23.622454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:23.622487] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:23.622515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:23.622590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:23.679366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:23.680223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:23.680309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:23.680349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:23.804349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:23.804508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:23.804557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:23.804617] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:23.808126] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-17T20:29:23.808434] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-17T20:29:23.808588] [INFO ] [sig       ] PHIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:23.949008] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PHIO.txt
[2025-12-17T20:29:23.949164] [INFO ] [sig       ] [2518/3576] Completed PHIO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:23.949207] [INFO ] [sig       ] [2519/3576] Forecasting PHK...
[2025-12-17T20:29:23.949237] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-17T20:29:23.949268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-17T20:29:23.961367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-17T20:29:23.961766] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-17T20:29:23.962633] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-17T20:29:23.962689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:23.962723] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:23.962751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:23.962807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:24.019484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:24.020310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:24.020390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:24.020424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:24.141338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:24.141497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:24.141594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:24.141629] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:24.145359] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-17T20:29:24.145652] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-17T20:29:24.145780] [INFO ] [sig       ] PHK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:24.293213] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PHK.txt
[2025-12-17T20:29:24.293361] [INFO ] [sig       ] [2519/3576] Completed PHK in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:24.293402] [INFO ] [sig       ] [2520/3576] Forecasting PHM...
[2025-12-17T20:29:24.293430] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-17T20:29:24.293460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-17T20:29:24.304893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-17T20:29:24.305205] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-17T20:29:24.305961] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-17T20:29:24.306011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:24.306041] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:24.306067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:24.306122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:24.361826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:24.362558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:24.362658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:24.362691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:24.481752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:24.481896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:24.481934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:24.481961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:24.485533] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-12-17T20:29:24.485854] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-17T20:29:24.485984] [INFO ] [sig       ] PHM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:24.626997] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PHM.txt
[2025-12-17T20:29:24.627146] [INFO ] [sig       ] [2520/3576] Completed PHM in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:24.627184] [INFO ] [sig       ] [2521/3576] Forecasting PHO...
[2025-12-17T20:29:24.627213] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-17T20:29:24.627243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-17T20:29:24.638526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-17T20:29:24.638899] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-17T20:29:24.640394] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-17T20:29:24.640465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:24.640497] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:24.640523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:24.640610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:24.696733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:24.697701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:24.697809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:24.697848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:24.816693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:24.816853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:24.816901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:24.816935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:24.820403] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=81.76%)
[2025-12-17T20:29:24.820691] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-17T20:29:24.820815] [INFO ] [sig       ] PHO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:24.970144] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PHO.txt
[2025-12-17T20:29:24.970368] [INFO ] [sig       ] [2521/3576] Completed PHO in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:24.970465] [INFO ] [sig       ] [2522/3576] Forecasting PHUN...
[2025-12-17T20:29:24.970497] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-17T20:29:24.970536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-17T20:29:24.984245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-17T20:29:24.984540] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-17T20:29:24.985361] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-17T20:29:24.985413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:24.985446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:24.985474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:24.985531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:25.042649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:25.043527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:25.043681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:25.043718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:25.165618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:25.165771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:25.165813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:25.165843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:25.169325] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-17T20:29:25.169614] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-17T20:29:25.169751] [INFO ] [sig       ] PHUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:25.316282] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PHUN.txt
[2025-12-17T20:29:25.316432] [INFO ] [sig       ] [2522/3576] Completed PHUN in 0.3s | 2.93 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-17T20:29:25.316470] [INFO ] [sig       ] [2523/3576] Forecasting PHVS...
[2025-12-17T20:29:25.316503] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-17T20:29:25.316533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-17T20:29:25.328328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-17T20:29:25.328727] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-17T20:29:25.329524] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-17T20:29:25.329595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:25.329642] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:25.329671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:25.329728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:25.386957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:25.387824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:25.387920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:25.387956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:25.509180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:25.509337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:25.509378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:25.509408] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:25.513011] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-17T20:29:25.513306] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-17T20:29:25.513437] [INFO ] [sig       ] PHVS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:25.661260] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PHVS.txt
[2025-12-17T20:29:25.661388] [INFO ] [sig       ] [2523/3576] Completed PHVS in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:25.661425] [INFO ] [sig       ] [2524/3576] Forecasting PI...
[2025-12-17T20:29:25.661454] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-17T20:29:25.661485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-17T20:29:25.673590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-17T20:29:25.674043] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-17T20:29:25.674829] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-17T20:29:25.674885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:25.674916] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:25.674943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:25.674997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:25.732957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:25.733829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:25.733921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:25.733956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:25.861357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:25.861513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:25.861552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:25.861610] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:25.865058] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-17T20:29:25.865375] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-17T20:29:25.865536] [INFO ] [sig       ] PI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:26.023326] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PI.txt
[2025-12-17T20:29:26.023480] [INFO ] [sig       ] [2524/3576] Completed PI in 0.4s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:26.023521] [INFO ] [sig       ] [2525/3576] Forecasting PID...
[2025-12-17T20:29:26.023552] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-17T20:29:26.023605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-17T20:29:26.035429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-17T20:29:26.035830] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-17T20:29:26.036613] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-17T20:29:26.036665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:26.036696] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:26.036723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:26.036778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:26.093031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:26.093888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:26.093972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:26.094006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:26.216238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:26.216395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:26.216438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:26.216467] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:26.219901] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2025-12-17T20:29:26.220187] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-17T20:29:26.220315] [INFO ] [sig       ] PID: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:26.363270] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PID.txt
[2025-12-17T20:29:26.363441] [INFO ] [sig       ] [2525/3576] Completed PID in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:26.363481] [INFO ] [sig       ] [2526/3576] Forecasting PIE...
[2025-12-17T20:29:26.363510] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-17T20:29:26.363542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-17T20:29:26.375971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-17T20:29:26.376409] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-17T20:29:26.377315] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-17T20:29:26.377372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:26.377406] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:26.377434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:26.377492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:26.439150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:26.440040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:26.440124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:26.440158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:26.558964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:26.559108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:26.559149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:26.559180] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:26.562712] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-17T20:29:26.563022] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-17T20:29:26.563150] [INFO ] [sig       ] PIE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:26.703212] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PIE.txt
[2025-12-17T20:29:26.703363] [INFO ] [sig       ] [2526/3576] Completed PIE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:26.703402] [INFO ] [sig       ] [2527/3576] Forecasting PII...
[2025-12-17T20:29:26.703432] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-17T20:29:26.703469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-17T20:29:26.714804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-17T20:29:26.715104] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-17T20:29:26.715861] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-17T20:29:26.715911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:26.715942] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:26.715968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:26.716023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:26.774214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:26.775051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:26.775134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:26.775168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:26.908510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:26.908687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:26.908729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:26.908756] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:26.912243] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-12-17T20:29:26.912514] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-17T20:29:26.912655] [INFO ] [sig       ] PII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:27.052238] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PII.txt
[2025-12-17T20:29:27.052392] [INFO ] [sig       ] [2527/3576] Completed PII in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:27.052435] [INFO ] [sig       ] [2528/3576] Forecasting PIM...
[2025-12-17T20:29:27.052469] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-17T20:29:27.052514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-17T20:29:27.064261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-17T20:29:27.064618] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-17T20:29:27.065355] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-17T20:29:27.065405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:27.065437] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:27.065464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:27.065519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:27.122709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:27.123629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:27.123718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:27.123752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:27.239044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:27.239205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:27.239248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:27.239279] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:27.242769] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2025-12-17T20:29:27.243131] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-17T20:29:27.243284] [INFO ] [sig       ] PIM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:27.385133] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PIM.txt
[2025-12-17T20:29:27.385298] [INFO ] [sig       ] [2528/3576] Completed PIM in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:27.385340] [INFO ] [sig       ] [2529/3576] Forecasting PINE...
[2025-12-17T20:29:27.385368] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-17T20:29:27.385398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-17T20:29:27.397254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-17T20:29:27.397643] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-17T20:29:27.398385] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-17T20:29:27.398435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:27.398497] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:27.398525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:27.398599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:27.457662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:27.458539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:27.458647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:27.458681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:27.575213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:27.575351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:27.575389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:27.575417] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:27.578717] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=86.16%)
[2025-12-17T20:29:27.579073] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-17T20:29:27.579197] [INFO ] [sig       ] PINE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:27.718228] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PINE.txt
[2025-12-17T20:29:27.718360] [INFO ] [sig       ] [2529/3576] Completed PINE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-17T20:29:27.718410] [INFO ] [sig       ] [2530/3576] Forecasting PINS...
[2025-12-17T20:29:27.718444] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-17T20:29:27.718476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-17T20:29:27.730648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-17T20:29:27.730934] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-17T20:29:27.731706] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-17T20:29:27.731757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:27.731789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:27.731816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:27.731880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:27.788071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:27.788816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:27.788927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:27.788966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:27.914302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:27.914457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:27.914496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:27.914541] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:27.917843] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-17T20:29:27.918107] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-17T20:29:27.918230] [INFO ] [sig       ] PINS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:28.054588] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PINS.txt
[2025-12-17T20:29:28.054715] [INFO ] [sig       ] [2530/3576] Completed PINS in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:28.054753] [INFO ] [sig       ] [2531/3576] Forecasting PK...
[2025-12-17T20:29:28.054782] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-17T20:29:28.054813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-17T20:29:28.066233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-17T20:29:28.066504] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-17T20:29:28.067273] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-17T20:29:28.067323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:28.067354] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:28.067380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:28.067434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:28.122074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:28.122780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:28.122865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:28.122896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:28.245455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:28.245628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:28.245669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:28.245697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:28.249017] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-17T20:29:28.249289] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-17T20:29:28.249415] [INFO ] [sig       ] PK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:28.387840] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PK.txt
[2025-12-17T20:29:28.387986] [INFO ] [sig       ] [2531/3576] Completed PK in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:28.388031] [INFO ] [sig       ] [2532/3576] Forecasting PKBK...
[2025-12-17T20:29:28.388060] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-17T20:29:28.388093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-17T20:29:28.399202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-17T20:29:28.399475] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-17T20:29:28.400273] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-17T20:29:28.400323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:28.400353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:28.400380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:28.400439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:28.456191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:28.457047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:28.457130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:28.457161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:28.567977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:28.568130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:28.568169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:28.568228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:28.571647] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-17T20:29:28.571916] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-17T20:29:28.572036] [INFO ] [sig       ] PKBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:28.711140] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PKBK.txt
[2025-12-17T20:29:28.711270] [INFO ] [sig       ] [2532/3576] Completed PKBK in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:28.711309] [INFO ] [sig       ] [2533/3576] Forecasting PKE...
[2025-12-17T20:29:28.711338] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-17T20:29:28.711368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-17T20:29:28.723158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-17T20:29:28.723448] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-17T20:29:28.724235] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-17T20:29:28.724289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:28.724321] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:28.724347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:28.724403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:28.781386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:28.782093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:28.782172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:28.782204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:28.903514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:28.903694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:28.903735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:28.903763] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:28.907254] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-17T20:29:28.907531] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-17T20:29:28.907674] [INFO ] [sig       ] PKE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:29.047188] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PKE.txt
[2025-12-17T20:29:29.047324] [INFO ] [sig       ] [2533/3576] Completed PKE in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:29.047373] [INFO ] [sig       ] [2534/3576] Forecasting PKG...
[2025-12-17T20:29:29.047403] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-17T20:29:29.047433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-17T20:29:29.059216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-17T20:29:29.059519] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-17T20:29:29.060295] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-17T20:29:29.060347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:29.060378] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:29.060405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:29.060461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:29.118198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:29.119115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:29.119199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:29.119230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:29.241857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:29.242010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:29.242051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:29.242080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:29.245647] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-17T20:29:29.245983] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-17T20:29:29.246136] [INFO ] [sig       ] PKG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:29.388208] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PKG.txt
[2025-12-17T20:29:29.388353] [INFO ] [sig       ] [2534/3576] Completed PKG in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:29.388395] [INFO ] [sig       ] [2535/3576] Forecasting PKOH...
[2025-12-17T20:29:29.388424] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-17T20:29:29.388455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-17T20:29:29.399700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-17T20:29:29.399998] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-17T20:29:29.400817] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-17T20:29:29.400868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:29.400898] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:29.400923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:29.400978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:29.457265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:29.458115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:29.458198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:29.458232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:29.570409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:29.570549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:29.570606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:29.570636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:29.573854] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=67.16%)
[2025-12-17T20:29:29.574112] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-17T20:29:29.574233] [INFO ] [sig       ] PKOH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:29.713868] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PKOH.txt
[2025-12-17T20:29:29.713998] [INFO ] [sig       ] [2535/3576] Completed PKOH in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:29.714034] [INFO ] [sig       ] [2536/3576] Forecasting PKX...
[2025-12-17T20:29:29.714064] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-17T20:29:29.714095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-17T20:29:29.725705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-17T20:29:29.726021] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-17T20:29:29.726768] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-17T20:29:29.726830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:29.726862] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:29.726888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:29.726943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:29.783366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:29.784071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:29.784151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:29.784183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:29.904911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:29.905059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:29.905099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:29.905128] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:29.908514] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2025-12-17T20:29:29.908880] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-17T20:29:29.909035] [INFO ] [sig       ] PKX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:30.046149] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PKX.txt
[2025-12-17T20:29:30.046273] [INFO ] [sig       ] [2536/3576] Completed PKX in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:30.046313] [INFO ] [sig       ] [2537/3576] Forecasting PL...
[2025-12-17T20:29:30.046344] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-17T20:29:30.046375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-17T20:29:30.057993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-17T20:29:30.058274] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-17T20:29:30.059110] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-17T20:29:30.059163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:30.059195] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:30.059220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:30.059275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:30.115651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:30.116467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:30.116549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:30.116615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:30.236821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:30.236973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:30.237011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:30.237040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:30.240387] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=95.35%)
[2025-12-17T20:29:30.240674] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-17T20:29:30.240798] [INFO ] [sig       ] PL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:30.382604] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PL.txt
[2025-12-17T20:29:30.382760] [INFO ] [sig       ] [2537/3576] Completed PL in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:30.382799] [INFO ] [sig       ] [2538/3576] Forecasting PLAB...
[2025-12-17T20:29:30.382829] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-17T20:29:30.382858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-17T20:29:30.394686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-17T20:29:30.394987] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-17T20:29:30.395780] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-17T20:29:30.395830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:30.395866] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:30.395894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:30.395959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:30.452259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:30.453127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:30.453208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:30.453240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:30.579317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:30.579475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:30.579514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:30.579543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:30.582990] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=42.06%)
[2025-12-17T20:29:30.583279] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-17T20:29:30.583400] [INFO ] [sig       ] PLAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:30.722612] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLAB.txt
[2025-12-17T20:29:30.722765] [INFO ] [sig       ] [2538/3576] Completed PLAB in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:30.722808] [INFO ] [sig       ] [2539/3576] Forecasting PLAY...
[2025-12-17T20:29:30.722839] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-17T20:29:30.722868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-17T20:29:30.734666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-17T20:29:30.734986] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-17T20:29:30.735767] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-17T20:29:30.735818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:30.735849] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:30.735877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:30.735932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:30.792976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:30.793621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:30.793722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:30.793755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:30.915010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:30.915161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:30.915202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:30.915231] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:30.918738] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-17T20:29:30.919080] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-17T20:29:30.919217] [INFO ] [sig       ] PLAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:31.059773] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PLAY.txt
[2025-12-17T20:29:31.059927] [INFO ] [sig       ] [2539/3576] Completed PLAY in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:31.059973] [INFO ] [sig       ] [2540/3576] Forecasting PLBC...
[2025-12-17T20:29:31.060004] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-17T20:29:31.060034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-17T20:29:31.072047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-17T20:29:31.072428] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-17T20:29:31.073198] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-17T20:29:31.073250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:31.073282] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:31.073308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:31.073363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:31.128162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:31.129055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:31.129140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:31.129173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:31.232859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:31.233015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:31.233054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:31.233082] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:31.236381] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-17T20:29:31.236676] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-17T20:29:31.236799] [INFO ] [sig       ] PLBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:31.373876] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLBC.txt
[2025-12-17T20:29:31.374027] [INFO ] [sig       ] [2540/3576] Completed PLBC in 0.3s | 2.93 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-17T20:29:31.374065] [INFO ] [sig       ] [2541/3576] Forecasting PLBY...
[2025-12-17T20:29:31.374097] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-17T20:29:31.374127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-17T20:29:31.386197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-17T20:29:31.386553] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-17T20:29:31.387325] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-17T20:29:31.387375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:31.387406] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:31.387432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:31.387487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:31.442675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:31.443410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:31.443488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:31.443519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:31.564915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:31.565068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:31.565107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:31.565135] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:31.568769] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-17T20:29:31.569116] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-17T20:29:31.569248] [INFO ] [sig       ] PLBY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:31.715343] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLBY.txt
[2025-12-17T20:29:31.715482] [INFO ] [sig       ] [2541/3576] Completed PLBY in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:31.715520] [INFO ] [sig       ] [2542/3576] Forecasting PLCE...
[2025-12-17T20:29:31.715550] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-17T20:29:31.715598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-17T20:29:31.730553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-17T20:29:31.730845] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-17T20:29:31.731636] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-17T20:29:31.731685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:31.731717] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:31.731743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:31.731797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:31.787397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:31.788003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:31.788078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:31.788110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:31.910059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:31.910211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:31.910249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:31.910278] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:31.913624] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-17T20:29:31.913886] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-17T20:29:31.914022] [INFO ] [sig       ] PLCE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:32.051254] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLCE.txt
[2025-12-17T20:29:32.051413] [INFO ] [sig       ] [2542/3576] Completed PLCE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:32.051453] [INFO ] [sig       ] [2543/3576] Forecasting PLD...
[2025-12-17T20:29:32.051483] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-17T20:29:32.051513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-17T20:29:32.063326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-17T20:29:32.063636] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-17T20:29:32.064368] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-17T20:29:32.064418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:32.064450] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:32.064476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:32.064532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:32.119876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:32.120540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:32.120635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:32.120668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:32.245022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:32.245177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:32.245232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:32.245262] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:32.248642] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-17T20:29:32.248941] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-17T20:29:32.249069] [INFO ] [sig       ] PLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:32.386828] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLD.txt
[2025-12-17T20:29:32.386952] [INFO ] [sig       ] [2543/3576] Completed PLD in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:32.386990] [INFO ] [sig       ] [2544/3576] Forecasting PLPC...
[2025-12-17T20:29:32.387019] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-17T20:29:32.387050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-17T20:29:32.398193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-17T20:29:32.398466] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-17T20:29:32.399234] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-17T20:29:32.399285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:32.399316] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:32.399342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:32.399396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:32.455296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:32.456062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:32.456150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:32.456185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:32.569276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:32.569427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:32.569466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:32.569495] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:32.572770] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=39.18%)
[2025-12-17T20:29:32.573049] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-17T20:29:32.573175] [INFO ] [sig       ] PLPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:32.709636] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLPC.txt
[2025-12-17T20:29:32.709760] [INFO ] [sig       ] [2544/3576] Completed PLPC in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:32.709797] [INFO ] [sig       ] [2545/3576] Forecasting PLRX...
[2025-12-17T20:29:32.709826] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-17T20:29:32.709856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-17T20:29:32.721435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-17T20:29:32.721729] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-17T20:29:32.722458] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-17T20:29:32.722508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:32.722539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:32.722564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:32.722641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:32.777029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:32.777797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:32.777875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:32.777908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:32.895157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:32.895306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:32.895344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:32.895373] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:32.898720] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-17T20:29:32.899002] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-17T20:29:32.899123] [INFO ] [sig       ] PLRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:33.036675] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PLRX.txt
[2025-12-17T20:29:33.036801] [INFO ] [sig       ] [2545/3576] Completed PLRX in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:33.036845] [INFO ] [sig       ] [2546/3576] Forecasting PLSE...
[2025-12-17T20:29:33.036882] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-17T20:29:33.036912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-17T20:29:33.048165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-17T20:29:33.048429] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-17T20:29:33.049234] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-17T20:29:33.049287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:33.049343] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:33.049371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:33.049427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:33.108992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:33.109911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:33.109995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:33.110029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:33.234035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:33.234188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:33.234229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:33.234256] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:33.237688] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2025-12-17T20:29:33.237957] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-17T20:29:33.238087] [INFO ] [sig       ] PLSE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:33.377362] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PLSE.txt
[2025-12-17T20:29:33.377493] [INFO ] [sig       ] [2546/3576] Completed PLSE in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:33.377531] [INFO ] [sig       ] [2547/3576] Forecasting PLTK...
[2025-12-17T20:29:33.377560] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-17T20:29:33.377611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-17T20:29:33.389305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-17T20:29:33.389667] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-17T20:29:33.390447] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-17T20:29:33.390498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:33.390542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:33.390587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:33.390645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:33.449198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:33.449989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:33.450086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:33.450128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:33.574604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:33.574756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:33.574796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:33.574826] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:33.578182] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2025-12-17T20:29:33.578456] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-17T20:29:33.578598] [INFO ] [sig       ] PLTK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:33.720349] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLTK.txt
[2025-12-17T20:29:33.720477] [INFO ] [sig       ] [2547/3576] Completed PLTK in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-17T20:29:33.720515] [INFO ] [sig       ] [2548/3576] Forecasting PLUG...
[2025-12-17T20:29:33.720545] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-17T20:29:33.720591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-17T20:29:33.731901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-17T20:29:33.732171] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-17T20:29:33.732929] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-17T20:29:33.732980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:33.733011] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:33.733039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:33.733095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:33.788818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:33.789436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:33.789512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:33.789544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:33.911939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:33.912092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:33.912132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:33.912160] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:33.915464] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-17T20:29:33.915743] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-17T20:29:33.915868] [INFO ] [sig       ] PLUG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:34.054560] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PLUG.txt
[2025-12-17T20:29:34.054704] [INFO ] [sig       ] [2548/3576] Completed PLUG in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:34.054741] [INFO ] [sig       ] [2549/3576] Forecasting PLUS...
[2025-12-17T20:29:34.054770] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-17T20:29:34.054800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-17T20:29:34.065892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-17T20:29:34.066163] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-17T20:29:34.066918] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-17T20:29:34.066969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:34.067008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:34.067040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:34.067108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:34.123227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:34.123840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:34.123915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:34.123946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:34.247165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:34.247327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:34.247366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:34.247428] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:34.250809] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-17T20:29:34.251096] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-17T20:29:34.251231] [INFO ] [sig       ] PLUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:34.389646] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLUS.txt
[2025-12-17T20:29:34.389787] [INFO ] [sig       ] [2549/3576] Completed PLUS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:34.389826] [INFO ] [sig       ] [2550/3576] Forecasting PLXS...
[2025-12-17T20:29:34.389857] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-17T20:29:34.389887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-17T20:29:34.401461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-17T20:29:34.401742] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-17T20:29:34.402496] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-17T20:29:34.402547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:34.402600] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:34.402629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:34.402684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:34.458726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:34.459328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:34.459404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:34.459436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:34.583657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:34.583840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:34.583893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:34.583924] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:34.587450] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-17T20:29:34.587740] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-17T20:29:34.587862] [INFO ] [sig       ] PLXS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:34.725291] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLXS.txt
[2025-12-17T20:29:34.725440] [INFO ] [sig       ] [2550/3576] Completed PLXS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:34.725484] [INFO ] [sig       ] [2551/3576] Forecasting PLYM...
[2025-12-17T20:29:34.725515] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-17T20:29:34.725544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-17T20:29:34.736934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-17T20:29:34.737243] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-17T20:29:34.737993] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-17T20:29:34.738044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:34.738079] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:34.738105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:34.738161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:34.794025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:34.794912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:34.794993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:34.795026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:34.915587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:34.915743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:34.915784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:34.915813] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:34.919166] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-17T20:29:34.919430] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-17T20:29:34.919551] [INFO ] [sig       ] PLYM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:35.057703] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PLYM.txt
[2025-12-17T20:29:35.057853] [INFO ] [sig       ] [2551/3576] Completed PLYM in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:35.057893] [INFO ] [sig       ] [2552/3576] Forecasting PM...
[2025-12-17T20:29:35.057923] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-17T20:29:35.057953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-17T20:29:35.069650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-17T20:29:35.069961] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-17T20:29:35.070745] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-17T20:29:35.070796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:35.070827] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:35.070853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:35.070908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:35.125664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:35.126417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:35.126496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:35.126528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:35.249752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:35.249910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:35.249948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:35.249976] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:35.253318] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-12-17T20:29:35.253609] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-17T20:29:35.253756] [INFO ] [sig       ] PM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:35.396105] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PM.txt
[2025-12-17T20:29:35.396265] [INFO ] [sig       ] [2552/3576] Completed PM in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:35.396305] [INFO ] [sig       ] [2553/3576] Forecasting PMAX...
[2025-12-17T20:29:35.396338] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-17T20:29:35.396369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-17T20:29:35.407840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-17T20:29:35.408222] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-17T20:29:35.409113] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-17T20:29:35.409168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:35.409200] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:35.409227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:35.409284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:35.466711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:35.467552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:35.467654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:35.467688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:35.583280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:35.583440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:35.583481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:35.583510] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:35.587003] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-17T20:29:35.587312] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-17T20:29:35.587445] [INFO ] [sig       ] PMAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:35.728168] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PMAX.txt
[2025-12-17T20:29:35.728324] [INFO ] [sig       ] [2553/3576] Completed PMAX in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:35.728365] [INFO ] [sig       ] [2554/3576] Forecasting PML...
[2025-12-17T20:29:35.728395] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-17T20:29:35.728424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-17T20:29:35.739853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-17T20:29:35.740204] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-17T20:29:35.740999] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-17T20:29:35.741054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:35.741088] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:35.741114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:35.741170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:35.796509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:35.797350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:35.797449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:35.797482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:35.918627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:35.918934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:35.918986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:35.919063] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:35.922676] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=25.71%)
[2025-12-17T20:29:35.922957] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-17T20:29:35.923086] [INFO ] [sig       ] PML: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:36.062922] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PML.txt
[2025-12-17T20:29:36.063073] [INFO ] [sig       ] [2554/3576] Completed PML in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:36.063112] [INFO ] [sig       ] [2555/3576] Forecasting PMM...
[2025-12-17T20:29:36.063141] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-17T20:29:36.063172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-17T20:29:36.074292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-17T20:29:36.074679] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-17T20:29:36.075445] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-17T20:29:36.075496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:36.075527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:36.075553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:36.075630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:36.131233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:36.132071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:36.132152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:36.132185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:36.261398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:36.261549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:36.261608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:36.261637] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:36.265004] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-12-17T20:29:36.265278] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-17T20:29:36.265401] [INFO ] [sig       ] PMM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:36.405149] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PMM.txt
[2025-12-17T20:29:36.405290] [INFO ] [sig       ] [2555/3576] Completed PMM in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:36.405328] [INFO ] [sig       ] [2556/3576] Forecasting PMO...
[2025-12-17T20:29:36.405358] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-17T20:29:36.405387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-17T20:29:36.416446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-17T20:29:36.416817] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-17T20:29:36.417614] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-17T20:29:36.417664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:36.417694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:36.417721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:36.417776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:36.473260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:36.473992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:36.474100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:36.474168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:36.594647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:36.594804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:36.594843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:36.594872] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:36.599594] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-17T20:29:36.599975] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-17T20:29:36.600147] [INFO ] [sig       ] PMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:36.746992] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PMO.txt
[2025-12-17T20:29:36.747150] [INFO ] [sig       ] [2556/3576] Completed PMO in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:36.747190] [INFO ] [sig       ] [2557/3576] Forecasting PMTS...
[2025-12-17T20:29:36.747222] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-17T20:29:36.747254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-17T20:29:36.758204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-17T20:29:36.758516] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-17T20:29:36.759332] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-17T20:29:36.759384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:36.759415] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:36.759442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:36.759499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:36.815411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:36.816064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:36.816144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:36.816177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:36.939211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:36.939390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:36.939454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:36.939500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:36.943318] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-12-17T20:29:36.943623] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-17T20:29:36.943763] [INFO ] [sig       ] PMTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:37.095215] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PMTS.txt
[2025-12-17T20:29:37.095368] [INFO ] [sig       ] [2557/3576] Completed PMTS in 0.3s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:37.095421] [INFO ] [sig       ] [2558/3576] Forecasting PMVP...
[2025-12-17T20:29:37.095459] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-17T20:29:37.095491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-17T20:29:37.107953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-17T20:29:37.108305] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-17T20:29:37.109183] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-17T20:29:37.109237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:37.109268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:37.109306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:37.109363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:37.170428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:37.171236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:37.171329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:37.171376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:37.305493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:37.305692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:37.305745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:37.305788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:37.309502] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-17T20:29:37.309793] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-17T20:29:37.309937] [INFO ] [sig       ] PMVP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:37.449426] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PMVP.txt
[2025-12-17T20:29:37.449592] [INFO ] [sig       ] [2558/3576] Completed PMVP in 0.4s | 2.93 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-17T20:29:37.449634] [INFO ] [sig       ] [2559/3576] Forecasting PNC...
[2025-12-17T20:29:37.449665] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-17T20:29:37.449695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-17T20:29:37.461757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-17T20:29:37.462093] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-17T20:29:37.462877] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-17T20:29:37.462929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:37.462961] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:37.462989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:37.463045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:37.519098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:37.519883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:37.519964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:37.519997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:37.646526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:37.646691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:37.646733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:37.646762] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:37.650506] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=28.08%)
[2025-12-17T20:29:37.650874] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-17T20:29:37.651027] [INFO ] [sig       ] PNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:37.790925] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PNC.txt
[2025-12-17T20:29:37.791114] [INFO ] [sig       ] [2559/3576] Completed PNC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:37.791163] [INFO ] [sig       ] [2560/3576] Forecasting PNFP...
[2025-12-17T20:29:37.791198] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-17T20:29:37.791235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-17T20:29:37.803119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-17T20:29:37.803448] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-17T20:29:37.804213] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-17T20:29:37.804264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:37.804295] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:37.804322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:37.804377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:37.860382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:37.861169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:37.861262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:37.861301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:37.978473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:37.978636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:37.978679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:37.978709] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:37.982205] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=43.06%)
[2025-12-17T20:29:37.982482] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-17T20:29:37.982628] [INFO ] [sig       ] PNFP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:38.124220] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PNFP.txt
[2025-12-17T20:29:38.124367] [INFO ] [sig       ] [2560/3576] Completed PNFP in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:38.124407] [INFO ] [sig       ] [2561/3576] Forecasting PNI...
[2025-12-17T20:29:38.124436] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-17T20:29:38.124467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-17T20:29:38.134870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-17T20:29:38.135214] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-17T20:29:38.135988] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-17T20:29:38.136038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:38.136069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:38.136095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:38.136150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:38.192603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:38.193433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:38.193520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:38.193552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:38.311380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:38.311530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:38.311587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:38.311621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:38.315114] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2025-12-17T20:29:38.315420] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-17T20:29:38.315547] [INFO ] [sig       ] PNI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:38.461788] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PNI.txt
[2025-12-17T20:29:38.461938] [INFO ] [sig       ] [2561/3576] Completed PNI in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:38.461977] [INFO ] [sig       ] [2562/3576] Forecasting PNQI...
[2025-12-17T20:29:38.462007] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-17T20:29:38.462045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-17T20:29:38.473401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-17T20:29:38.473772] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-17T20:29:38.474629] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-17T20:29:38.474681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:38.474715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:38.474743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:38.474799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:38.531335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:38.532221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:38.532305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:38.532339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:38.655376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:38.655528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:38.655586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:38.655620] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:38.659038] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-17T20:29:38.659311] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-17T20:29:38.659437] [INFO ] [sig       ] PNQI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:38.811419] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PNQI.txt
[2025-12-17T20:29:38.811631] [INFO ] [sig       ] [2562/3576] Completed PNQI in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:38.811685] [INFO ] [sig       ] [2563/3576] Forecasting PNRG...
[2025-12-17T20:29:38.811727] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-17T20:29:38.811764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-17T20:29:38.823387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-17T20:29:38.823686] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-17T20:29:38.824558] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-17T20:29:38.824629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:38.824686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:38.824716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:38.824773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:38.882927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:38.883802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:38.883885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:38.883919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:39.002936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:39.003090] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:29:39.003139] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:39.003176] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:39.006645] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-17T20:29:39.006927] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-17T20:29:39.007057] [INFO ] [sig       ] PNRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:39.152838] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PNRG.txt
[2025-12-17T20:29:39.152976] [INFO ] [sig       ] [2563/3576] Completed PNRG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:39.153018] [INFO ] [sig       ] [2564/3576] Forecasting PNTG...
[2025-12-17T20:29:39.153048] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-17T20:29:39.153080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-17T20:29:39.164156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-17T20:29:39.164515] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-17T20:29:39.165325] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-17T20:29:39.165378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:39.165410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:39.165438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:39.165495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:39.221214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:39.222010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:39.222091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:39.222123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:39.339167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:39.339329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:39.339369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:39.339398] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:39.343001] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=38.10%)
[2025-12-17T20:29:39.343358] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-17T20:29:39.343499] [INFO ] [sig       ] PNTG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:39.491701] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PNTG.txt
[2025-12-17T20:29:39.491824] [INFO ] [sig       ] [2564/3576] Completed PNTG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-17T20:29:39.491864] [INFO ] [sig       ] [2565/3576] Forecasting PODD...
[2025-12-17T20:29:39.491891] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-17T20:29:39.491921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-17T20:29:39.504338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-17T20:29:39.504705] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-17T20:29:39.505451] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-17T20:29:39.505503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:39.505534] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:39.505560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:39.505637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:39.560623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:39.561412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:39.561495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:39.561528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:39.686400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:39.686555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:39.686614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:39.686643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:39.690093] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-17T20:29:39.690365] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-17T20:29:39.690493] [INFO ] [sig       ] PODD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:39.829969] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PODD.txt
[2025-12-17T20:29:39.830110] [INFO ] [sig       ] [2565/3576] Completed PODD in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:39.830151] [INFO ] [sig       ] [2566/3576] Forecasting POOL...
[2025-12-17T20:29:39.830180] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-17T20:29:39.830213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-17T20:29:39.841948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-17T20:29:39.842275] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-17T20:29:39.843034] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-17T20:29:39.843085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:39.843116] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:39.843141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:39.843196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:39.898481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:39.899375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:39.899457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:39.899490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:40.025636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:40.025792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:40.025830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:40.025889] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:40.029303] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-12-17T20:29:40.029593] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-17T20:29:40.029722] [INFO ] [sig       ] POOL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:40.198906] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/POOL.txt
[2025-12-17T20:29:40.199066] [INFO ] [sig       ] [2566/3576] Completed POOL in 0.4s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:40.199106] [INFO ] [sig       ] [2567/3576] Forecasting POWI...
[2025-12-17T20:29:40.199134] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-17T20:29:40.199166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-17T20:29:40.309453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-17T20:29:40.309886] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-17T20:29:40.310712] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-17T20:29:40.310766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:40.310807] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:40.310837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:40.310895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:40.367919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:40.368793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:40.368901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:40.368939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:40.487987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:40.488145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:40.488188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:40.488215] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:40.491663] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-17T20:29:40.491952] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-17T20:29:40.492082] [INFO ] [sig       ] POWI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:40.633664] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/POWI.txt
[2025-12-17T20:29:40.633815] [INFO ] [sig       ] [2567/3576] Completed POWI in 0.4s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:40.633857] [INFO ] [sig       ] [2568/3576] Forecasting POWL...
[2025-12-17T20:29:40.633887] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-17T20:29:40.633916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-17T20:29:40.645082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-17T20:29:40.645487] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-17T20:29:40.646357] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-17T20:29:40.646412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:40.646445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:40.646472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:40.646530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:40.704248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:40.705136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:40.705228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:40.705263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:40.828668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:40.828820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:40.828875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:40.828908] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:40.832313] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=45.95%)
[2025-12-17T20:29:40.832604] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-17T20:29:40.832732] [INFO ] [sig       ] POWL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:40.971781] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/POWL.txt
[2025-12-17T20:29:40.971907] [INFO ] [sig       ] [2568/3576] Completed POWL in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:40.971945] [INFO ] [sig       ] [2569/3576] Forecasting PPC...
[2025-12-17T20:29:40.971974] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-17T20:29:40.972008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-17T20:29:40.983036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-17T20:29:40.983350] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-17T20:29:40.984125] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-17T20:29:40.984176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:40.984215] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:40.984247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:40.984328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:41.041675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:41.042462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:41.042546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:41.042597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:41.162746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:41.162889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:41.162929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:41.162958] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:41.166245] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-17T20:29:41.166510] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-17T20:29:41.166649] [INFO ] [sig       ] PPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:41.303248] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PPC.txt
[2025-12-17T20:29:41.303385] [INFO ] [sig       ] [2569/3576] Completed PPC in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:41.303425] [INFO ] [sig       ] [2570/3576] Forecasting PPG...
[2025-12-17T20:29:41.303453] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-17T20:29:41.303482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-17T20:29:41.314801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-17T20:29:41.315093] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-17T20:29:41.315855] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-17T20:29:41.315905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:41.315937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:41.315964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:41.316019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:41.371154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:41.371765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:41.371841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:41.371873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:41.493213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:41.493356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:41.493393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:41.493422] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:41.496751] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2025-12-17T20:29:41.497016] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-17T20:29:41.497142] [INFO ] [sig       ] PPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:41.635076] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PPG.txt
[2025-12-17T20:29:41.635203] [INFO ] [sig       ] [2570/3576] Completed PPG in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:41.635246] [INFO ] [sig       ] [2571/3576] Forecasting PPH...
[2025-12-17T20:29:41.635276] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-17T20:29:41.635305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-17T20:29:41.646338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-17T20:29:41.646645] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-17T20:29:41.647390] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-17T20:29:41.647451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:41.647483] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:41.647509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:41.647564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:41.703147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:41.703998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:41.704081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:41.704113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:41.821857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:41.822000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:41.822041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:41.822068] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:41.825633] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=41.84%)
[2025-12-17T20:29:41.825895] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-17T20:29:41.826013] [INFO ] [sig       ] PPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:41.964838] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PPH.txt
[2025-12-17T20:29:41.964967] [INFO ] [sig       ] [2571/3576] Completed PPH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:41.965004] [INFO ] [sig       ] [2572/3576] Forecasting PPIH...
[2025-12-17T20:29:41.965034] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-17T20:29:41.965063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-17T20:29:41.975960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-17T20:29:41.976245] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-17T20:29:41.977014] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-17T20:29:41.977065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:41.977097] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:41.977122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:41.977184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:42.032399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:42.033158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:42.033252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:42.033291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:42.152948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:42.153098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:42.153138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:42.153166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:42.156454] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-17T20:29:42.156735] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-17T20:29:42.156856] [INFO ] [sig       ] PPIH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:42.297299] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PPIH.txt
[2025-12-17T20:29:42.297470] [INFO ] [sig       ] [2572/3576] Completed PPIH in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:42.297512] [INFO ] [sig       ] [2573/3576] Forecasting PPL...
[2025-12-17T20:29:42.297541] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-17T20:29:42.297587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-17T20:29:42.309144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-17T20:29:42.309447] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-17T20:29:42.310217] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-17T20:29:42.310272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:42.310302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:42.310330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:42.310386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:42.365033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:42.365707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:42.365809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:42.365841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:42.488090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:42.488236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:42.488279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:42.488309] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:42.491692] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-17T20:29:42.491954] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-17T20:29:42.492074] [INFO ] [sig       ] PPL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:42.629161] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PPL.txt
[2025-12-17T20:29:42.629273] [INFO ] [sig       ] [2573/3576] Completed PPL in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:42.629310] [INFO ] [sig       ] [2574/3576] Forecasting PPSI...
[2025-12-17T20:29:42.629339] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-17T20:29:42.629369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-17T20:29:42.640864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-17T20:29:42.641208] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-17T20:29:42.641979] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-17T20:29:42.642030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:42.642062] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:42.642089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:42.642145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:42.697342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:42.697982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:42.698058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:42.698090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:42.817960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:42.818121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:42.818163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:42.818192] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:42.822022] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: UP (p=92.22%)
[2025-12-17T20:29:42.822379] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-17T20:29:42.822527] [INFO ] [sig       ] PPSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:42.961607] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PPSI.txt
[2025-12-17T20:29:42.961747] [INFO ] [sig       ] [2574/3576] Completed PPSI in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:42.961787] [INFO ] [sig       ] [2575/3576] Forecasting PPTA...
[2025-12-17T20:29:42.961815] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-17T20:29:42.961844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-17T20:29:42.973396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-17T20:29:42.973711] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-17T20:29:42.974443] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-17T20:29:42.974493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:42.974524] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:42.974551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:42.974623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:43.028982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:43.029715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:43.029797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:43.029829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:43.145907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:43.146062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:43.146102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:43.146130] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:43.149433] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-17T20:29:43.149722] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-17T20:29:43.149845] [INFO ] [sig       ] PPTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:43.285024] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PPTA.txt
[2025-12-17T20:29:43.285150] [INFO ] [sig       ] [2575/3576] Completed PPTA in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:43.285188] [INFO ] [sig       ] [2576/3576] Forecasting PRA...
[2025-12-17T20:29:43.285217] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-17T20:29:43.285248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-17T20:29:43.296830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-17T20:29:43.297126] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-17T20:29:43.297881] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-17T20:29:43.297931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:43.297963] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:43.297989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:43.298044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:43.352531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:43.353207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:43.353288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:43.353320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:43.468277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:43.468435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:43.468473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:43.468502] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:43.471871] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-17T20:29:43.472152] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-17T20:29:43.472275] [INFO ] [sig       ] PRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:43.609173] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRA.txt
[2025-12-17T20:29:43.609352] [INFO ] [sig       ] [2576/3576] Completed PRA in 0.3s | 2.93 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-17T20:29:43.609400] [INFO ] [sig       ] [2577/3576] Forecasting PRAA...
[2025-12-17T20:29:43.609431] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-17T20:29:43.609461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-17T20:29:43.620825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-17T20:29:43.621136] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-17T20:29:43.621897] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-17T20:29:43.621947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:43.621978] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:43.622004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:43.622058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:43.676789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:43.677662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:43.677744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:43.677775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:43.796604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:43.796762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:43.796801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:43.796829] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:43.800366] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-17T20:29:43.800718] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-17T20:29:43.800861] [INFO ] [sig       ] PRAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:43.959270] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRAA.txt
[2025-12-17T20:29:43.959459] [INFO ] [sig       ] [2577/3576] Completed PRAA in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:43.959505] [INFO ] [sig       ] [2578/3576] Forecasting PRAX...
[2025-12-17T20:29:43.959534] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-17T20:29:43.959565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-17T20:29:43.973797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-17T20:29:43.974316] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-17T20:29:43.975472] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-17T20:29:43.975538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:43.975605] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:43.975649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:43.975738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:44.043150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:44.044114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:44.044206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:44.044245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:44.191899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:44.192079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:44.192172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:44.192210] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:44.197144] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-17T20:29:44.197630] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-17T20:29:44.197828] [INFO ] [sig       ] PRAX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:44.428261] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRAX.txt
[2025-12-17T20:29:44.428484] [INFO ] [sig       ] [2578/3576] Completed PRAX in 0.5s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:44.428537] [INFO ] [sig       ] [2579/3576] Forecasting PRCH...
[2025-12-17T20:29:44.428603] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-17T20:29:44.428652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-17T20:29:44.459521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-17T20:29:44.460101] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-17T20:29:44.461263] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-17T20:29:44.461338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:44.461383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:44.461420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:44.461501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:44.552244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:44.553508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:44.553651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:44.553709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:44.718172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:44.718371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:44.718425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:44.718465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:44.722766] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-17T20:29:44.723179] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-17T20:29:44.723340] [INFO ] [sig       ] PRCH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:44.933472] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRCH.txt
[2025-12-17T20:29:44.933728] [INFO ] [sig       ] [2579/3576] Completed PRCH in 0.5s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:44.933802] [INFO ] [sig       ] [2580/3576] Forecasting PRDO...
[2025-12-17T20:29:44.933856] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-17T20:29:44.933908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-17T20:29:44.950249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-17T20:29:44.950804] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-17T20:29:44.952009] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-17T20:29:44.952079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:44.952167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:44.952218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:44.952309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:45.022076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:45.023014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:45.023100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:45.023133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:45.153416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:45.153622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:45.153667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:45.153695] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:45.157204] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-17T20:29:45.157491] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-17T20:29:45.157644] [INFO ] [sig       ] PRDO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:45.299059] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRDO.txt
[2025-12-17T20:29:45.299207] [INFO ] [sig       ] [2580/3576] Completed PRDO in 0.4s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:45.299248] [INFO ] [sig       ] [2581/3576] Forecasting PRFZ...
[2025-12-17T20:29:45.299285] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-17T20:29:45.299321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-17T20:29:45.311239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-17T20:29:45.311632] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-17T20:29:45.312408] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-17T20:29:45.312460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:45.312493] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:45.312522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:45.312602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:45.369626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:45.370504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:45.370608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:45.370646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:45.492236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:45.492402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:45.492448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:45.492477] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:45.495827] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-17T20:29:45.496094] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-17T20:29:45.496215] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:45.636547] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRFZ.txt
[2025-12-17T20:29:45.636719] [INFO ] [sig       ] [2581/3576] Completed PRFZ in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:45.636760] [INFO ] [sig       ] [2582/3576] Forecasting PRG...
[2025-12-17T20:29:45.636792] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-17T20:29:45.636824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-17T20:29:45.648637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-17T20:29:45.649014] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-17T20:29:45.649856] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-17T20:29:45.649910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:45.649956] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:45.649986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:45.650044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:45.706418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:45.707313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:45.707410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:45.707449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:45.826374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:45.826523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:45.826562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:45.826609] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:45.830013] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-17T20:29:45.830281] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-17T20:29:45.830410] [INFO ] [sig       ] PRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:45.967436] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRG.txt
[2025-12-17T20:29:45.967550] [INFO ] [sig       ] [2582/3576] Completed PRG in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-17T20:29:45.967605] [INFO ] [sig       ] [2583/3576] Forecasting PRGO...
[2025-12-17T20:29:45.967635] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-17T20:29:45.967666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-17T20:29:45.978534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-17T20:29:45.978827] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-17T20:29:45.979603] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-17T20:29:45.979655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:45.979686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:45.979712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:45.979768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:46.034712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:46.035291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:46.035366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:46.035398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:46.150547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:46.150670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:46.150711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:46.150765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:46.153945] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-17T20:29:46.154206] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-17T20:29:46.154339] [INFO ] [sig       ] PRGO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:46.290702] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRGO.txt
[2025-12-17T20:29:46.290806] [INFO ] [sig       ] [2583/3576] Completed PRGO in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:46.290843] [INFO ] [sig       ] [2584/3576] Forecasting PRGS...
[2025-12-17T20:29:46.290873] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-17T20:29:46.290902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-17T20:29:46.302018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-17T20:29:46.302298] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-17T20:29:46.303061] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-17T20:29:46.303111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:46.303143] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:46.303169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:46.303224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:46.359308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:46.359943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:46.360020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:46.360052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:46.475985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:46.476114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:46.476154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:46.476182] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:46.479498] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-12-17T20:29:46.479797] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-17T20:29:46.479919] [INFO ] [sig       ] PRGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:46.621930] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRGS.txt
[2025-12-17T20:29:46.622059] [INFO ] [sig       ] [2584/3576] Completed PRGS in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:46.622097] [INFO ] [sig       ] [2585/3576] Forecasting PRH...
[2025-12-17T20:29:46.622125] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-17T20:29:46.622155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-17T20:29:46.633381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-17T20:29:46.633680] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-17T20:29:46.634423] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-17T20:29:46.634473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:46.634504] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:46.634530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:46.634602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:46.688642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:46.689221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:46.689299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:46.689330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:46.806040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:46.806131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:46.806166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:46.806193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:46.809238] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=58.46%)
[2025-12-17T20:29:46.809497] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-17T20:29:46.809634] [INFO ] [sig       ] PRH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:46.949294] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRH.txt
[2025-12-17T20:29:46.949414] [INFO ] [sig       ] [2585/3576] Completed PRH in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:46.949467] [INFO ] [sig       ] [2586/3576] Forecasting PRI...
[2025-12-17T20:29:46.949503] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-17T20:29:46.949535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-17T20:29:46.960697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-17T20:29:46.960972] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-17T20:29:46.961730] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-17T20:29:46.961779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:46.961810] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:46.961836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:46.961891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:47.017487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:47.018067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:47.018142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:47.018173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:47.132096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:47.132187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:47.132223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:47.132250] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:47.135343] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-17T20:29:47.135626] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-17T20:29:47.135772] [INFO ] [sig       ] PRI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:47.273653] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRI.txt
[2025-12-17T20:29:47.273755] [INFO ] [sig       ] [2586/3576] Completed PRI in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:47.273791] [INFO ] [sig       ] [2587/3576] Forecasting PRIM...
[2025-12-17T20:29:47.273820] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-17T20:29:47.273849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-17T20:29:47.284862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-17T20:29:47.285146] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-17T20:29:47.285901] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-17T20:29:47.285953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:47.285984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:47.286010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:47.286065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:47.341890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:47.342460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:47.342537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:47.342568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:47.474446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:47.474613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:47.474654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:47.474682] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:47.478036] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-12-17T20:29:47.478303] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-17T20:29:47.478444] [INFO ] [sig       ] PRIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:47.618010] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRIM.txt
[2025-12-17T20:29:47.618155] [INFO ] [sig       ] [2587/3576] Completed PRIM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:47.618194] [INFO ] [sig       ] [2588/3576] Forecasting PRLB...
[2025-12-17T20:29:47.618223] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-17T20:29:47.618252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-17T20:29:47.629359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-17T20:29:47.629680] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-17T20:29:47.630443] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-17T20:29:47.630504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:47.630542] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:47.630587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:47.630650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:47.687480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:47.688433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:47.688518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:47.688553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:47.818868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:47.819037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:47.819079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:47.819108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:47.822553] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-17T20:29:47.822840] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-17T20:29:47.822968] [INFO ] [sig       ] PRLB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:47.965253] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRLB.txt
[2025-12-17T20:29:47.965389] [INFO ] [sig       ] [2588/3576] Completed PRLB in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:47.965428] [INFO ] [sig       ] [2589/3576] Forecasting PRM...
[2025-12-17T20:29:47.965459] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-17T20:29:47.965489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-17T20:29:47.977819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-17T20:29:47.978210] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-17T20:29:47.979038] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-17T20:29:47.979094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:47.979126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:47.979152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:47.979208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:48.034273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:48.035118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:48.035199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:48.035231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:48.152262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:48.152371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:48.152413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:48.152462] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:48.155606] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-17T20:29:48.155865] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-17T20:29:48.155984] [INFO ] [sig       ] PRM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:48.293361] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRM.txt
[2025-12-17T20:29:48.293468] [INFO ] [sig       ] [2589/3576] Completed PRM in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:48.293505] [INFO ] [sig       ] [2590/3576] Forecasting PRME...
[2025-12-17T20:29:48.293534] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-17T20:29:48.293563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-17T20:29:48.308430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-17T20:29:48.308749] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-17T20:29:48.309555] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-17T20:29:48.309621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:48.309652] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:48.309680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:48.309735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:48.365684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:48.366259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:48.366374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:48.366408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:48.482646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:48.482759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:48.482795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:48.482822] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:48.486037] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-17T20:29:48.486297] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-17T20:29:48.486415] [INFO ] [sig       ] PRME: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:48.624969] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRME.txt
[2025-12-17T20:29:48.625077] [INFO ] [sig       ] [2590/3576] Completed PRME in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:48.625113] [INFO ] [sig       ] [2591/3576] Forecasting PRN...
[2025-12-17T20:29:48.625143] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-17T20:29:48.625173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-17T20:29:48.636910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-17T20:29:48.637184] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-17T20:29:48.638084] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-17T20:29:48.638135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:48.638166] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:48.638192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:48.638248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:48.693326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:48.693921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:48.694012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:48.694044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:48.807670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:48.807768] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:29:48.807804] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:48.807832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:48.810992] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-12-17T20:29:48.811252] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-17T20:29:48.811371] [INFO ] [sig       ] PRN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:48.949494] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRN.txt
[2025-12-17T20:29:48.949626] [INFO ] [sig       ] [2591/3576] Completed PRN in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:48.949666] [INFO ] [sig       ] [2592/3576] Forecasting PROF...
[2025-12-17T20:29:48.949695] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-17T20:29:48.949724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-17T20:29:48.960825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-17T20:29:48.961088] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-17T20:29:48.961844] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-17T20:29:48.961894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:48.961925] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:48.961951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:48.962011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:49.017663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:49.018232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:49.018312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:49.018344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:49.137044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:49.137172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:49.137211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:49.137238] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:49.140475] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=41.36%)
[2025-12-17T20:29:49.140759] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-17T20:29:49.140880] [INFO ] [sig       ] PROF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:49.276746] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PROF.txt
[2025-12-17T20:29:49.276857] [INFO ] [sig       ] [2592/3576] Completed PROF in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:49.276893] [INFO ] [sig       ] [2593/3576] Forecasting PROK...
[2025-12-17T20:29:49.276921] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-17T20:29:49.276950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-17T20:29:49.288275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-17T20:29:49.288542] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-17T20:29:49.289317] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-17T20:29:49.289367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:49.289400] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:49.289438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:49.289494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:49.344895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:49.345492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:49.345567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:49.345617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:49.461685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:49.461827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:49.461866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:49.461896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:49.465231] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-17T20:29:49.465523] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-17T20:29:49.465678] [INFO ] [sig       ] PROK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:49.605630] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PROK.txt
[2025-12-17T20:29:49.605784] [INFO ] [sig       ] [2593/3576] Completed PROK in 0.3s | 2.93 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-17T20:29:49.605823] [INFO ] [sig       ] [2594/3576] Forecasting PRTA...
[2025-12-17T20:29:49.605853] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-17T20:29:49.605882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-17T20:29:49.616671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-17T20:29:49.616947] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-17T20:29:49.617737] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-17T20:29:49.617788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:49.617818] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:49.617844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:49.617900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:49.672969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:49.673594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:49.673668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:49.673700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:49.792496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:49.792661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:49.792701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:49.792729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:49.796038] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-17T20:29:49.796301] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-17T20:29:49.796421] [INFO ] [sig       ] PRTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:49.934744] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PRTA.txt
[2025-12-17T20:29:49.934858] [INFO ] [sig       ] [2594/3576] Completed PRTA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:49.934895] [INFO ] [sig       ] [2595/3576] Forecasting PRTH...
[2025-12-17T20:29:49.934925] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-17T20:29:49.934954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-17T20:29:49.945896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-17T20:29:49.946184] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-17T20:29:49.946933] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-17T20:29:49.946983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:49.947014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:49.947041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:49.947096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:50.004870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:50.005536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:50.005629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:50.005663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:50.122332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:50.122451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:50.122491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:50.122518] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:50.125722] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-17T20:29:50.125983] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-17T20:29:50.126104] [INFO ] [sig       ] PRTH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:50.262656] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRTH.txt
[2025-12-17T20:29:50.262773] [INFO ] [sig       ] [2595/3576] Completed PRTH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:50.262810] [INFO ] [sig       ] [2596/3576] Forecasting PRVA...
[2025-12-17T20:29:50.262839] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-17T20:29:50.262868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-17T20:29:50.274500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-17T20:29:50.274803] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-17T20:29:50.275543] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-17T20:29:50.275613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:50.275649] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:50.275675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:50.275730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:50.331444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:50.332029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:50.332103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:50.332135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:50.451170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:50.451304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:50.451340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:50.451368] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:50.454836] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-17T20:29:50.455142] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-17T20:29:50.455304] [INFO ] [sig       ] PRVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:50.593992] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRVA.txt
[2025-12-17T20:29:50.594101] [INFO ] [sig       ] [2596/3576] Completed PRVA in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:50.594138] [INFO ] [sig       ] [2597/3576] Forecasting PRZO...
[2025-12-17T20:29:50.594172] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-17T20:29:50.594203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-17T20:29:50.605698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-17T20:29:50.605963] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-17T20:29:50.606726] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-17T20:29:50.606775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:50.606831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:50.606859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:50.606915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:50.662129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:50.662742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:50.662817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:50.662848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:50.778987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:50.779145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:50.779185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:50.779213] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:50.782550] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=27.98%)
[2025-12-17T20:29:50.782846] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-17T20:29:50.782970] [INFO ] [sig       ] PRZO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:50.921972] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PRZO.txt
[2025-12-17T20:29:50.922108] [INFO ] [sig       ] [2597/3576] Completed PRZO in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:50.922146] [INFO ] [sig       ] [2598/3576] Forecasting PSC...
[2025-12-17T20:29:50.922175] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-17T20:29:50.922206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-17T20:29:50.933158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-17T20:29:50.933428] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-17T20:29:50.934208] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-17T20:29:50.934259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:50.934290] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:50.934316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:50.934371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:50.989746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:50.990363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:50.990439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:50.990470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:51.107240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:51.107397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:51.107438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:51.107466] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:51.110820] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=34.22%)
[2025-12-17T20:29:51.111098] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-17T20:29:51.111228] [INFO ] [sig       ] PSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:51.249805] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSC.txt
[2025-12-17T20:29:51.249957] [INFO ] [sig       ] [2598/3576] Completed PSC in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:51.249995] [INFO ] [sig       ] [2599/3576] Forecasting PSCE...
[2025-12-17T20:29:51.250023] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-17T20:29:51.250053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-17T20:29:51.261224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-17T20:29:51.261646] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-17T20:29:51.262464] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-17T20:29:51.262517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:51.262551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:51.262609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:51.262676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:51.318428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:51.319339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:51.319427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:51.319467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:51.428739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:51.428924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:51.428984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:51.429021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:51.432689] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-17T20:29:51.432974] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-17T20:29:51.433104] [INFO ] [sig       ] PSCE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:51.573621] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSCE.txt
[2025-12-17T20:29:51.573743] [INFO ] [sig       ] [2599/3576] Completed PSCE in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:51.573781] [INFO ] [sig       ] [2600/3576] Forecasting PSCH...
[2025-12-17T20:29:51.573809] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-17T20:29:51.573841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-17T20:29:51.585194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-17T20:29:51.585469] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-17T20:29:51.586279] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-17T20:29:51.586332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:51.586364] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:51.586391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:51.586450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:51.647735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:51.648771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:51.648892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:51.648937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:51.770137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:51.770294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:51.770335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:51.770434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:51.774029] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-17T20:29:51.774310] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-17T20:29:51.774438] [INFO ] [sig       ] PSCH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:51.920182] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PSCH.txt
[2025-12-17T20:29:51.920334] [INFO ] [sig       ] [2600/3576] Completed PSCH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-17T20:29:51.920372] [INFO ] [sig       ] [2601/3576] Forecasting PSEC...
[2025-12-17T20:29:51.920402] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-17T20:29:51.920439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-17T20:29:51.931758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-17T20:29:51.932110] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-17T20:29:51.932893] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-17T20:29:51.932944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:51.932975] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:51.933001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:51.933056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:51.988798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:51.989682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:51.989763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:51.989795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:52.110942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:52.111096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:52.111135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:52.111164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:52.114688] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-17T20:29:52.115034] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-17T20:29:52.115176] [INFO ] [sig       ] PSEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:52.258403] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PSEC.txt
[2025-12-17T20:29:52.258551] [INFO ] [sig       ] [2601/3576] Completed PSEC in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:52.258608] [INFO ] [sig       ] [2602/3576] Forecasting PSF...
[2025-12-17T20:29:52.258638] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-17T20:29:52.258669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-17T20:29:52.270073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-17T20:29:52.270394] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-17T20:29:52.271189] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-17T20:29:52.271243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:52.271279] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:52.271307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:52.271366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:52.328439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:52.329324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:52.329406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:52.329457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:52.457673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:52.457828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:52.457877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:52.457911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:52.462192] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-17T20:29:52.462694] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-17T20:29:52.462879] [INFO ] [sig       ] PSF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:52.617430] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSF.txt
[2025-12-17T20:29:52.617636] [INFO ] [sig       ] [2602/3576] Completed PSF in 0.4s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:52.617680] [INFO ] [sig       ] [2603/3576] Forecasting PSFE...
[2025-12-17T20:29:52.617709] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-17T20:29:52.617740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-17T20:29:52.629053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-17T20:29:52.629416] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-17T20:29:52.630227] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-17T20:29:52.630278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:52.630309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:52.630335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:52.630389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:52.685663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:52.686497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:52.686597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:52.686632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:52.808992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:52.809154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:52.809192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:52.809221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:52.812910] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-17T20:29:52.813179] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-17T20:29:52.813300] [INFO ] [sig       ] PSFE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:52.956987] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSFE.txt
[2025-12-17T20:29:52.957140] [INFO ] [sig       ] [2603/3576] Completed PSFE in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:52.957185] [INFO ] [sig       ] [2604/3576] Forecasting PSHG...
[2025-12-17T20:29:52.957215] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-17T20:29:52.957249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-17T20:29:52.968727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-17T20:29:52.969095] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-17T20:29:52.969899] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-17T20:29:52.969949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:52.969981] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:52.970007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:52.970074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:53.026770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:53.027630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:53.027906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:53.027938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:53.145993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:53.146147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:53.146185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:53.146214] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:53.149531] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-17T20:29:53.149853] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-17T20:29:53.149985] [INFO ] [sig       ] PSHG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:53.288808] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PSHG.txt
[2025-12-17T20:29:53.288985] [INFO ] [sig       ] [2604/3576] Completed PSHG in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:53.289026] [INFO ] [sig       ] [2605/3576] Forecasting PSN...
[2025-12-17T20:29:53.289056] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-17T20:29:53.289086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-17T20:29:53.300502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-17T20:29:53.300902] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-17T20:29:53.301713] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-17T20:29:53.301764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:53.301797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:53.301825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:53.301882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:53.358377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:53.359282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:53.359366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:53.359399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:53.479437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:53.479620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:53.479664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:53.479712] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:53.483199] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-17T20:29:53.483473] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-17T20:29:53.483647] [INFO ] [sig       ] PSN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:53.628996] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSN.txt
[2025-12-17T20:29:53.629129] [INFO ] [sig       ] [2605/3576] Completed PSN in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:53.629168] [INFO ] [sig       ] [2606/3576] Forecasting PSNL...
[2025-12-17T20:29:53.629197] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-17T20:29:53.629226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-17T20:29:53.640720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-17T20:29:53.641002] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-17T20:29:53.641765] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-17T20:29:53.641826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:53.641857] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:53.641883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:53.641938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:53.698814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:53.699721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:53.699809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:53.699841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:53.820977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:53.821134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:53.821174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:53.821202] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:53.824512] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-17T20:29:53.824792] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-17T20:29:53.824915] [INFO ] [sig       ] PSNL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:53.963694] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSNL.txt
[2025-12-17T20:29:53.963859] [INFO ] [sig       ] [2606/3576] Completed PSNL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:53.963900] [INFO ] [sig       ] [2607/3576] Forecasting PSO...
[2025-12-17T20:29:53.963938] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-17T20:29:53.963979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-17T20:29:53.976425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-17T20:29:53.976822] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-17T20:29:53.977698] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-17T20:29:53.977749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:53.977779] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:53.977806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:53.977861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:54.035640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:54.036477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:54.036626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:54.036668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:54.159780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:54.159933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:54.159984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:54.160015] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:54.163379] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-17T20:29:54.163683] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-17T20:29:54.163810] [INFO ] [sig       ] PSO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:54.304015] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSO.txt
[2025-12-17T20:29:54.304149] [INFO ] [sig       ] [2607/3576] Completed PSO in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:54.304188] [INFO ] [sig       ] [2608/3576] Forecasting PSQH...
[2025-12-17T20:29:54.304220] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-17T20:29:54.304251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-17T20:29:54.315536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-17T20:29:54.315833] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-17T20:29:54.316586] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-17T20:29:54.316637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:54.316669] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:54.316695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:54.316749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:54.372039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:54.372628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:54.372704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:54.372736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:54.492491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:54.492655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:54.492696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:54.492723] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:54.496029] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-17T20:29:54.496311] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-17T20:29:54.496436] [INFO ] [sig       ] PSQH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:54.634296] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSQH.txt
[2025-12-17T20:29:54.634428] [INFO ] [sig       ] [2608/3576] Completed PSQH in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:54.634466] [INFO ] [sig       ] [2609/3576] Forecasting PSTG...
[2025-12-17T20:29:54.634499] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-17T20:29:54.634535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-17T20:29:54.646078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-17T20:29:54.646334] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-17T20:29:54.647080] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-17T20:29:54.647130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:54.647161] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:54.647187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:54.647242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:54.703657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:54.704234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:54.704310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:54.704341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:54.826955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:54.827098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:54.827137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:54.827166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:54.830433] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-17T20:29:54.830718] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-17T20:29:54.830842] [INFO ] [sig       ] PSTG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:54.968022] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PSTG.txt
[2025-12-17T20:29:54.968144] [INFO ] [sig       ] [2609/3576] Completed PSTG in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:54.968183] [INFO ] [sig       ] [2610/3576] Forecasting PSTL...
[2025-12-17T20:29:54.968211] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-17T20:29:54.968242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-17T20:29:54.979416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-17T20:29:54.979685] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-17T20:29:54.980406] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-17T20:29:54.980456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:54.980487] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:54.980514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:54.980588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:55.035666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:55.036289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:55.036365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:55.036397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:55.152770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:55.152918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:55.152955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:55.152984] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:55.156275] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-17T20:29:55.156537] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-17T20:29:55.156675] [INFO ] [sig       ] PSTL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:55.295743] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSTL.txt
[2025-12-17T20:29:55.295890] [INFO ] [sig       ] [2610/3576] Completed PSTL in 0.3s | 2.93 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-17T20:29:55.295930] [INFO ] [sig       ] [2611/3576] Forecasting PSX...
[2025-12-17T20:29:55.295959] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-17T20:29:55.295989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-17T20:29:55.307650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-17T20:29:55.308012] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-17T20:29:55.308791] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-17T20:29:55.308844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:55.308897] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:55.308927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:55.308982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:55.364632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:55.365302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:55.365380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:55.365411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:55.488287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:55.488425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:55.488464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:55.488491] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:55.491848] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-17T20:29:55.492109] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-17T20:29:55.492229] [INFO ] [sig       ] PSX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:55.631165] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PSX.txt
[2025-12-17T20:29:55.631304] [INFO ] [sig       ] [2611/3576] Completed PSX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:55.631342] [INFO ] [sig       ] [2612/3576] Forecasting PTA...
[2025-12-17T20:29:55.631371] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-17T20:29:55.631402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-17T20:29:55.643531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-17T20:29:55.643866] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-17T20:29:55.644655] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-17T20:29:55.644716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:55.644748] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:55.644775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:55.644829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:55.701073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:55.701906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:55.701984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:55.702015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:55.820624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:55.820768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:55.820806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:55.820834] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:55.824059] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-17T20:29:55.824318] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-17T20:29:55.824436] [INFO ] [sig       ] PTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:55.962401] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PTA.txt
[2025-12-17T20:29:55.962553] [INFO ] [sig       ] [2612/3576] Completed PTA in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:55.962612] [INFO ] [sig       ] [2613/3576] Forecasting PTC...
[2025-12-17T20:29:55.962647] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-17T20:29:55.962677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-17T20:29:55.974171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-17T20:29:55.974445] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-17T20:29:55.975198] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-17T20:29:55.975248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:55.975279] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:55.975305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:55.975360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:56.032230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:56.033123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:56.033216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:56.033250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:56.159085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:56.159254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:56.159297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:56.159325] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:56.162708] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-17T20:29:56.162975] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-17T20:29:56.163100] [INFO ] [sig       ] PTC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:56.300162] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTC.txt
[2025-12-17T20:29:56.300281] [INFO ] [sig       ] [2613/3576] Completed PTC in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:56.300319] [INFO ] [sig       ] [2614/3576] Forecasting PTEN...
[2025-12-17T20:29:56.300347] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-17T20:29:56.300376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-17T20:29:56.311758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-17T20:29:56.312034] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-17T20:29:56.312781] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-17T20:29:56.312831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:56.312886] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:56.312914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:56.312970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:56.368065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:56.368677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:56.368754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:56.368785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:56.481773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:56.481913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:56.481952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:56.481979] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:56.485202] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-17T20:29:56.485462] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-17T20:29:56.485603] [INFO ] [sig       ] PTEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:56.621430] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTEN.txt
[2025-12-17T20:29:56.621542] [INFO ] [sig       ] [2614/3576] Completed PTEN in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:56.621602] [INFO ] [sig       ] [2615/3576] Forecasting PTF...
[2025-12-17T20:29:56.621634] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-17T20:29:56.621664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-17T20:29:56.631940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-17T20:29:56.632209] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-17T20:29:56.632954] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-17T20:29:56.633004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:56.633035] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:56.633061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:56.633116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:56.687402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:56.688051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:56.688130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:56.688162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:56.806562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:56.806716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:56.806755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:56.806783] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:56.810055] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-17T20:29:56.810317] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-17T20:29:56.810438] [INFO ] [sig       ] PTF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:56.948095] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTF.txt
[2025-12-17T20:29:56.948246] [INFO ] [sig       ] [2615/3576] Completed PTF in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:56.948286] [INFO ] [sig       ] [2616/3576] Forecasting PTGX...
[2025-12-17T20:29:56.948316] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-17T20:29:56.948347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-17T20:29:56.960060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-17T20:29:56.960368] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-17T20:29:56.961190] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-17T20:29:56.961241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:56.961273] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:56.961298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:56.961352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:57.017344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:57.018092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:57.018173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:57.018204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:57.136433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:57.136609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:57.136650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:57.136678] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:57.139985] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-17T20:29:57.140262] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-17T20:29:57.140386] [INFO ] [sig       ] PTGX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:57.280681] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PTGX.txt
[2025-12-17T20:29:57.280813] [INFO ] [sig       ] [2616/3576] Completed PTGX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:57.280853] [INFO ] [sig       ] [2617/3576] Forecasting PTH...
[2025-12-17T20:29:57.280881] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-17T20:29:57.280912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-17T20:29:57.293510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-17T20:29:57.293839] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-17T20:29:57.294593] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-17T20:29:57.294644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:57.294685] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:57.294712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:57.294767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:57.349466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:57.350126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:57.350205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:57.350236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:57.451453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:57.451602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:57.451642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:57.451700] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:57.454945] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-17T20:29:57.455211] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-17T20:29:57.455333] [INFO ] [sig       ] PTH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:57.591825] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PTH.txt
[2025-12-17T20:29:57.591945] [INFO ] [sig       ] [2617/3576] Completed PTH in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-17T20:29:57.591982] [INFO ] [sig       ] [2618/3576] Forecasting PTIX...
[2025-12-17T20:29:57.592010] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-17T20:29:57.592040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-17T20:29:57.603371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-17T20:29:57.603670] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-17T20:29:57.604391] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-17T20:29:57.604441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:57.604472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:57.604498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:57.604554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:57.659423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:57.660075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:57.660151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:57.660182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:57.781751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:57.781895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:57.781932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:57.781961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:57.785281] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-17T20:29:57.785543] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-17T20:29:57.785681] [INFO ] [sig       ] PTIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:57.922107] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTIX.txt
[2025-12-17T20:29:57.922232] [INFO ] [sig       ] [2618/3576] Completed PTIX in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:57.922271] [INFO ] [sig       ] [2619/3576] Forecasting PTLO...
[2025-12-17T20:29:57.922300] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-17T20:29:57.922329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-17T20:29:57.933739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-17T20:29:57.934020] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-17T20:29:57.934760] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-17T20:29:57.934810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:57.934842] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:57.934868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:57.934924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:57.989242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:57.989912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:57.989991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:57.990022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:58.106194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:58.106336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:58.106375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:58.106403] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:58.109852] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-17T20:29:58.110123] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-17T20:29:58.110244] [INFO ] [sig       ] PTLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:58.305040] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PTLO.txt
[2025-12-17T20:29:58.305183] [INFO ] [sig       ] [2619/3576] Completed PTLO in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:58.305222] [INFO ] [sig       ] [2620/3576] Forecasting PTNQ...
[2025-12-17T20:29:58.305251] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-17T20:29:58.305282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-17T20:29:58.316364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-17T20:29:58.316749] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-17T20:29:58.317495] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-17T20:29:58.317546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:58.317600] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:58.317629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:58.317685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:58.375844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:58.376731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:58.376813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:58.376845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:58.495866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:58.496020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:58.496059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:58.496088] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:58.499353] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-12-17T20:29:58.499639] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-17T20:29:58.499761] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:58.636930] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTNQ.txt
[2025-12-17T20:29:58.637053] [INFO ] [sig       ] [2620/3576] Completed PTNQ in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:58.637125] [INFO ] [sig       ] [2621/3576] Forecasting PTON...
[2025-12-17T20:29:58.637156] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-17T20:29:58.637186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-17T20:29:58.648257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-17T20:29:58.648545] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-17T20:29:58.649316] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-17T20:29:58.649367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:58.649399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:58.649425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:58.649481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:58.704316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:58.705010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:58.705087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:58.705118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:58.825396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:58.825536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:58.825590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:58.825621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:58.828870] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=30.78%)
[2025-12-17T20:29:58.829131] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-17T20:29:58.829254] [INFO ] [sig       ] PTON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:58.965810] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PTON.txt
[2025-12-17T20:29:58.965927] [INFO ] [sig       ] [2621/3576] Completed PTON in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:58.965966] [INFO ] [sig       ] [2622/3576] Forecasting PTY...
[2025-12-17T20:29:58.965995] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-17T20:29:58.966025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-17T20:29:58.977394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-17T20:29:58.977743] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-17T20:29:58.978482] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-17T20:29:58.978533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:58.978564] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:58.978611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:58.978667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:59.033538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:59.034198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:59.034275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:59.034306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:59.155274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:59.155419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:59.155456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:59.155485] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:59.158735] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=90.53%)
[2025-12-17T20:29:59.159024] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-17T20:29:59.159165] [INFO ] [sig       ] PTY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:59.295810] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PTY.txt
[2025-12-17T20:29:59.295938] [INFO ] [sig       ] [2622/3576] Completed PTY in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:59.295976] [INFO ] [sig       ] [2623/3576] Forecasting PUBM...
[2025-12-17T20:29:59.296005] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-17T20:29:59.296034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-17T20:29:59.307522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-17T20:29:59.307874] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-17T20:29:59.308631] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-17T20:29:59.308683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:59.308714] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:59.308739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:59.308795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:59.363016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:59.363716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:59.363793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:59.363825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:59.480054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:59.480209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:59.480250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:59.480278] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:59.483560] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-17T20:29:59.483853] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-17T20:29:59.483977] [INFO ] [sig       ] PUBM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:29:59.620118] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PUBM.txt
[2025-12-17T20:29:59.620266] [INFO ] [sig       ] [2623/3576] Completed PUBM in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:59.620304] [INFO ] [sig       ] [2624/3576] Forecasting PUK...
[2025-12-17T20:29:59.620333] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-17T20:29:59.620364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-17T20:29:59.631933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-17T20:29:59.632326] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-17T20:29:59.633145] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-17T20:29:59.633197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:59.633228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:59.633254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:59.633310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:29:59.688340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:29:59.689236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:29:59.689357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:29:59.689391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:29:59.813204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:29:59.813356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:29:59.813414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:29:59.813444] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:29:59.817105] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=32.20%)
[2025-12-17T20:29:59.817379] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-17T20:29:59.817508] [INFO ] [sig       ] PUK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:29:59.955041] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PUK.txt
[2025-12-17T20:29:59.955165] [INFO ] [sig       ] [2624/3576] Completed PUK in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:29:59.955202] [INFO ] [sig       ] [2625/3576] Forecasting PUMP...
[2025-12-17T20:29:59.955232] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-17T20:29:59.955263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-17T20:29:59.966280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-17T20:29:59.966605] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-17T20:29:59.967357] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-17T20:29:59.967408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:29:59.967438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:29:59.967465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:29:59.967520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:00.022516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:00.023362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:00.023451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:00.023483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:00.151292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:00.151458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:00.151497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:00.151523] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:00.155063] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-17T20:30:00.155436] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-17T20:30:00.155607] [INFO ] [sig       ] PUMP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:00.292750] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PUMP.txt
[2025-12-17T20:30:00.292895] [INFO ] [sig       ] [2625/3576] Completed PUMP in 0.3s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:30:00.292934] [INFO ] [sig       ] [2626/3576] Forecasting PVH...
[2025-12-17T20:30:00.292964] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-17T20:30:00.292994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-17T20:30:00.304229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-17T20:30:00.304539] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-17T20:30:00.305298] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-17T20:30:00.305349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:00.305380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:00.305407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:00.305462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:00.360423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:00.361201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:00.361297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:00.361330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:00.493951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:00.494112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:00.494166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:00.494211] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:00.498020] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=46.96%)
[2025-12-17T20:30:00.498300] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-17T20:30:00.498430] [INFO ] [sig       ] PVH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:00.648098] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PVH.txt
[2025-12-17T20:30:00.648237] [INFO ] [sig       ] [2626/3576] Completed PVH in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:30:00.648278] [INFO ] [sig       ] [2627/3576] Forecasting PVL...
[2025-12-17T20:30:00.648308] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-17T20:30:00.648340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-17T20:30:00.660538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-17T20:30:00.660914] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-17T20:30:00.661738] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-17T20:30:00.661794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:00.661836] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:00.661876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:00.661949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:00.722156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:00.723012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:00.723104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:00.723137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:00.849141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:00.849324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:00.849370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:00.849399] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:00.852958] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=37.52%)
[2025-12-17T20:30:00.853273] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-17T20:30:00.853416] [INFO ] [sig       ] PVL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:01.000661] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PVL.txt
[2025-12-17T20:30:01.001214] [INFO ] [sig       ] [2627/3576] Completed PVL in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:30:01.001259] [INFO ] [sig       ] [2628/3576] Forecasting PWP...
[2025-12-17T20:30:01.001291] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-17T20:30:01.001323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-17T20:30:01.013275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-17T20:30:01.013658] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-17T20:30:01.014469] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-17T20:30:01.014523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:01.014567] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:01.014626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:01.014684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:01.074708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:01.075713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:01.075901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:01.075936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:01.206954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:01.207119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:01.207160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:01.207190] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:01.210689] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-17T20:30:01.210971] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-17T20:30:01.211101] [INFO ] [sig       ] PWP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:01.356204] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PWP.txt
[2025-12-17T20:30:01.356346] [INFO ] [sig       ] [2628/3576] Completed PWP in 0.4s | 2.93 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-17T20:30:01.356386] [INFO ] [sig       ] [2629/3576] Forecasting PX...
[2025-12-17T20:30:01.356417] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-17T20:30:01.356448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-17T20:30:01.368414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-17T20:30:01.368801] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-17T20:30:01.369672] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-17T20:30:01.369726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:01.369759] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:01.369786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:01.369843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:01.432047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:01.432935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:01.433021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:01.433055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:01.589414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:01.589594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:01.589639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:01.589667] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:01.593346] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2025-12-17T20:30:01.593681] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-17T20:30:01.593850] [INFO ] [sig       ] PX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:01.754878] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PX.txt
[2025-12-17T20:30:01.755037] [INFO ] [sig       ] [2629/3576] Completed PX in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:01.755081] [INFO ] [sig       ] [2630/3576] Forecasting PXS...
[2025-12-17T20:30:01.755113] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-17T20:30:01.755145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-17T20:30:01.767646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-17T20:30:01.768069] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-17T20:30:01.769029] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-17T20:30:01.769092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:01.769126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:01.769153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:01.769211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:01.833081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:01.834015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:01.834113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:01.834146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:01.946900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:01.947066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:01.947107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:01.947138] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:01.950590] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-17T20:30:01.950874] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-17T20:30:01.951002] [INFO ] [sig       ] PXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:02.123060] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PXS.txt
[2025-12-17T20:30:02.123231] [INFO ] [sig       ] [2630/3576] Completed PXS in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:02.123272] [INFO ] [sig       ] [2631/3576] Forecasting PY...
[2025-12-17T20:30:02.123305] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-17T20:30:02.123339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-17T20:30:02.135935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-17T20:30:02.136568] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-17T20:30:02.137522] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-17T20:30:02.137599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:02.137660] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:02.137689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:02.137746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:02.202458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:02.203355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:02.203439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:02.203473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:02.321399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:02.321563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:02.321625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:02.321655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:02.325671] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-17T20:30:02.326013] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-17T20:30:02.326160] [INFO ] [sig       ] PY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:02.479363] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PY.txt
[2025-12-17T20:30:02.479521] [INFO ] [sig       ] [2631/3576] Completed PY in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:02.479563] [INFO ] [sig       ] [2632/3576] Forecasting PYPL...
[2025-12-17T20:30:02.479636] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-17T20:30:02.479684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-17T20:30:02.497225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-17T20:30:02.497675] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-17T20:30:02.498490] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-17T20:30:02.498542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:02.498593] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:02.498622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:02.498678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:02.560686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:02.561528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:02.561635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:02.561670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:02.684040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:02.684166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:02.684205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:02.684233] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:02.687735] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-17T20:30:02.688275] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-17T20:30:02.688427] [INFO ] [sig       ] PYPL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:02.844386] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/PYPL.txt
[2025-12-17T20:30:02.844539] [INFO ] [sig       ] [2632/3576] Completed PYPL in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:02.844600] [INFO ] [sig       ] [2633/3576] Forecasting PYXS...
[2025-12-17T20:30:02.844632] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-17T20:30:02.844669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-17T20:30:02.858032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-17T20:30:02.858440] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-17T20:30:02.859499] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-17T20:30:02.859553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:02.859610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:02.859643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:02.859700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:02.920420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:02.921763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:02.921845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:02.921879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:03.039113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:03.039274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:03.039314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:03.039342] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:03.042693] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-17T20:30:03.042961] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-17T20:30:03.043083] [INFO ] [sig       ] PYXS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:03.192363] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PYXS.txt
[2025-12-17T20:30:03.192535] [INFO ] [sig       ] [2633/3576] Completed PYXS in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:03.192602] [INFO ] [sig       ] [2634/3576] Forecasting PZZA...
[2025-12-17T20:30:03.192637] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-17T20:30:03.192671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-17T20:30:03.268839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-17T20:30:03.269295] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-17T20:30:03.270216] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-17T20:30:03.270276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:03.270309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:03.270335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:03.270391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:03.329210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:03.330092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:03.330178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:03.330212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:03.450206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:03.450363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:03.450404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:03.450468] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:03.454926] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-17T20:30:03.455242] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-17T20:30:03.455384] [INFO ] [sig       ] PZZA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:03.601926] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/PZZA.txt
[2025-12-17T20:30:03.602080] [INFO ] [sig       ] [2634/3576] Completed PZZA in 0.4s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:03.602121] [INFO ] [sig       ] [2635/3576] Forecasting QBTS...
[2025-12-17T20:30:03.602149] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-17T20:30:03.602180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-17T20:30:03.613534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-17T20:30:03.613924] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-17T20:30:03.614692] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-17T20:30:03.614754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:03.614792] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:03.614825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:03.614885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:03.673806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:03.674705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:03.674809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:03.674850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:03.801382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:03.801507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:03.801547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:03.801593] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:03.804891] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-17T20:30:03.805153] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-17T20:30:03.805274] [INFO ] [sig       ] QBTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:03.949960] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QBTS.txt
[2025-12-17T20:30:03.950110] [INFO ] [sig       ] [2635/3576] Completed QBTS in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-17T20:30:03.950148] [INFO ] [sig       ] [2636/3576] Forecasting QCLN...
[2025-12-17T20:30:03.950179] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-17T20:30:03.950209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-17T20:30:03.961140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-17T20:30:03.961518] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-17T20:30:03.962304] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-17T20:30:03.962356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:03.962387] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:03.962414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:03.962470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:04.021300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:04.022184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:04.022270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:04.022303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:04.143802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:04.143963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:04.144002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:04.144031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:04.147348] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-17T20:30:04.147648] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-17T20:30:04.147794] [INFO ] [sig       ] QCLN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:04.291934] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QCLN.txt
[2025-12-17T20:30:04.292087] [INFO ] [sig       ] [2636/3576] Completed QCLN in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:04.292129] [INFO ] [sig       ] [2637/3576] Forecasting QCOM...
[2025-12-17T20:30:04.292158] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-17T20:30:04.292189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-17T20:30:04.304504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-17T20:30:04.304849] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-17T20:30:04.305617] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-17T20:30:04.305669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:04.305701] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:04.305729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:04.305787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:04.361640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:04.362472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:04.362554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:04.362608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:04.482137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:04.482259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:04.482297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:04.482325] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:04.485597] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-17T20:30:04.485872] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-17T20:30:04.485995] [INFO ] [sig       ] QCOM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:04.627593] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QCOM.txt
[2025-12-17T20:30:04.627754] [INFO ] [sig       ] [2637/3576] Completed QCOM in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:04.627794] [INFO ] [sig       ] [2638/3576] Forecasting QCRH...
[2025-12-17T20:30:04.627823] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-17T20:30:04.627853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-17T20:30:04.639085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-17T20:30:04.639471] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-17T20:30:04.640287] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-17T20:30:04.640338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:04.640370] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:04.640395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:04.640450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:04.696751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:04.697601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:04.697692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:04.697725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:04.813864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:04.814024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:04.814064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:04.814091] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:04.817521] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-17T20:30:04.817838] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-17T20:30:04.817971] [INFO ] [sig       ] QCRH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:04.959513] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QCRH.txt
[2025-12-17T20:30:04.959686] [INFO ] [sig       ] [2638/3576] Completed QCRH in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:04.959728] [INFO ] [sig       ] [2639/3576] Forecasting QD...
[2025-12-17T20:30:04.959759] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-17T20:30:04.959788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-17T20:30:04.971345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-17T20:30:04.971733] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-17T20:30:04.972494] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-17T20:30:04.972546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:04.972596] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:04.972626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:04.972695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:05.028962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:05.029837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:05.029919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:05.029952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:05.146074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:05.146231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:05.146272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:05.146300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:05.149793] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=60.49%)
[2025-12-17T20:30:05.150069] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-17T20:30:05.150197] [INFO ] [sig       ] QD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:05.292129] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QD.txt
[2025-12-17T20:30:05.292286] [INFO ] [sig       ] [2639/3576] Completed QD in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:05.292327] [INFO ] [sig       ] [2640/3576] Forecasting QDEL...
[2025-12-17T20:30:05.292358] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-17T20:30:05.292389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-17T20:30:05.304275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-17T20:30:05.304641] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-17T20:30:05.305432] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-17T20:30:05.305485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:05.305516] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:05.305543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:05.305617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:05.361976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:05.362808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:05.362893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:05.362927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:05.483158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:05.483318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:05.483359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:05.483388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:05.487017] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-17T20:30:05.487308] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-17T20:30:05.487442] [INFO ] [sig       ] QDEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:05.629794] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QDEL.txt
[2025-12-17T20:30:05.629944] [INFO ] [sig       ] [2640/3576] Completed QDEL in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:05.629983] [INFO ] [sig       ] [2641/3576] Forecasting QFIN...
[2025-12-17T20:30:05.630013] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-17T20:30:05.630042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-17T20:30:05.641777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-17T20:30:05.642107] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-17T20:30:05.642874] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-17T20:30:05.642936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:05.642969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:05.642996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:05.643051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:05.697858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:05.698731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:05.698844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:05.698914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:05.820165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:05.820322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:05.820363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:05.820392] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:05.823722] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-17T20:30:05.823986] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-17T20:30:05.824107] [INFO ] [sig       ] QFIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:05.974675] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QFIN.txt
[2025-12-17T20:30:05.974839] [INFO ] [sig       ] [2641/3576] Completed QFIN in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:05.974880] [INFO ] [sig       ] [2642/3576] Forecasting QGEN...
[2025-12-17T20:30:05.974909] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-17T20:30:05.974939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-17T20:30:05.987194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-17T20:30:05.987646] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-17T20:30:05.988702] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-17T20:30:05.988755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:05.988786] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:05.988813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:05.988897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:06.044802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:06.045696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:06.045778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:06.045812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:06.169024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:06.169180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:06.169222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:06.169251] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:06.172854] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-17T20:30:06.173134] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-17T20:30:06.173268] [INFO ] [sig       ] QGEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:06.314079] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QGEN.txt
[2025-12-17T20:30:06.314217] [INFO ] [sig       ] [2642/3576] Completed QGEN in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:06.314258] [INFO ] [sig       ] [2643/3576] Forecasting QLYS...
[2025-12-17T20:30:06.314288] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-17T20:30:06.314320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-17T20:30:06.326765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-17T20:30:06.327094] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-17T20:30:06.327929] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-17T20:30:06.327984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:06.328017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:06.328044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:06.328100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:06.386840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:06.387815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:06.387914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:06.387959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:06.504863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:06.505026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:06.505066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:06.505094] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:06.508412] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2025-12-17T20:30:06.508706] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-17T20:30:06.508837] [INFO ] [sig       ] QLYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:06.643543] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QLYS.txt
[2025-12-17T20:30:06.643688] [INFO ] [sig       ] [2643/3576] Completed QLYS in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:06.643726] [INFO ] [sig       ] [2644/3576] Forecasting QMCO...
[2025-12-17T20:30:06.643756] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-17T20:30:06.643786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-17T20:30:06.655350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-17T20:30:06.655688] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-17T20:30:06.656433] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-17T20:30:06.656484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:06.656516] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:06.656542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:06.656613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:06.711216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:06.711953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:06.712033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:06.712065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:06.828825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:06.829009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:06.829049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:06.829078] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:06.832359] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-17T20:30:06.832644] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-17T20:30:06.832767] [INFO ] [sig       ] QMCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:06.967905] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QMCO.txt
[2025-12-17T20:30:06.968068] [INFO ] [sig       ] [2644/3576] Completed QMCO in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:06.968108] [INFO ] [sig       ] [2645/3576] Forecasting QMOM...
[2025-12-17T20:30:06.968137] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-17T20:30:06.968167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-17T20:30:06.979498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-17T20:30:06.979836] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-17T20:30:06.980591] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-17T20:30:06.980643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:06.980674] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:06.980701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:06.980756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:07.035137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:07.035850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:07.035929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:07.035961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:07.152378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:07.152533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:07.152589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:07.152621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:07.155927] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-17T20:30:07.156194] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-17T20:30:07.156318] [INFO ] [sig       ] QMOM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:07.292421] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QMOM.txt
[2025-12-17T20:30:07.292551] [INFO ] [sig       ] [2645/3576] Completed QMOM in 0.3s | 2.93 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-17T20:30:07.292614] [INFO ] [sig       ] [2646/3576] Forecasting QNCX...
[2025-12-17T20:30:07.292644] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-17T20:30:07.292674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-17T20:30:07.304318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-17T20:30:07.304657] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-17T20:30:07.305408] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-17T20:30:07.305458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:07.305490] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:07.305516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:07.305594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:07.360239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:07.360890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:07.360968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:07.360999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:07.480404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:07.480560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:07.480621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:07.480651] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:07.484025] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=79.45%)
[2025-12-17T20:30:07.484320] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-17T20:30:07.484445] [INFO ] [sig       ] QNCX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:07.623746] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QNCX.txt
[2025-12-17T20:30:07.623887] [INFO ] [sig       ] [2646/3576] Completed QNCX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:07.623930] [INFO ] [sig       ] [2647/3576] Forecasting QNTM...
[2025-12-17T20:30:07.623971] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-17T20:30:07.624006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-17T20:30:07.636508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-17T20:30:07.636924] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-17T20:30:07.637758] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-17T20:30:07.637817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:07.637858] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:07.637892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:07.637960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:07.696919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:07.697828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:07.697919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:07.697952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:07.823273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:07.823438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:07.823479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:07.823509] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:07.827208] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-17T20:30:07.827568] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-17T20:30:07.827731] [INFO ] [sig       ] QNTM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:07.974157] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QNTM.txt
[2025-12-17T20:30:07.974314] [INFO ] [sig       ] [2647/3576] Completed QNTM in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:07.974356] [INFO ] [sig       ] [2648/3576] Forecasting QQMG...
[2025-12-17T20:30:07.974387] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-17T20:30:07.974418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-17T20:30:07.985821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-17T20:30:07.986212] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-17T20:30:07.987033] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-17T20:30:07.987087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:07.987148] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:07.987177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:07.987235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:08.045644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:08.046523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:08.046632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:08.046668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:08.159908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:08.160085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:08.160124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:08.160153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:08.163561] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=32.38%)
[2025-12-17T20:30:08.163893] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-17T20:30:08.164024] [INFO ] [sig       ] QQMG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:08.307003] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QQMG.txt
[2025-12-17T20:30:08.307160] [INFO ] [sig       ] [2648/3576] Completed QQMG in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:08.307203] [INFO ] [sig       ] [2649/3576] Forecasting QQQ...
[2025-12-17T20:30:08.307232] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-17T20:30:08.307263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-17T20:30:08.318816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-17T20:30:08.319227] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-17T20:30:08.320051] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-17T20:30:08.320104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:08.320137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:08.320166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:08.320223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:08.375773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:08.376665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:08.376759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:08.376794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:08.504724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:08.504881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:08.504923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:08.504952] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:08.508293] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-17T20:30:08.508601] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-17T20:30:08.508736] [INFO ] [sig       ] QQQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:08.647601] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQ.txt
[2025-12-17T20:30:08.647745] [INFO ] [sig       ] [2649/3576] Completed QQQ in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:08.647786] [INFO ] [sig       ] [2650/3576] Forecasting QQQE...
[2025-12-17T20:30:08.647815] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-17T20:30:08.647845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-17T20:30:08.659369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-17T20:30:08.659697] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-17T20:30:08.660432] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-17T20:30:08.660483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:08.660515] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:08.660541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:08.660618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:08.715754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:08.716635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:08.716716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:08.716748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:08.832085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:08.832247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:08.832287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:08.832315] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:08.835616] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-17T20:30:08.835899] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-17T20:30:08.836026] [INFO ] [sig       ] QQQE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:08.973140] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QQQE.txt
[2025-12-17T20:30:08.973275] [INFO ] [sig       ] [2650/3576] Completed QQQE in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:08.973320] [INFO ] [sig       ] [2651/3576] Forecasting QQQI...
[2025-12-17T20:30:08.973357] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-17T20:30:08.973395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-17T20:30:08.985069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-17T20:30:08.985414] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-17T20:30:08.986188] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-17T20:30:08.986238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:08.986269] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:08.986295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:08.986350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:09.041389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:09.042236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:09.042322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:09.042354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:09.156248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:09.156403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:09.156443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:09.156505] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:09.159854] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-17T20:30:09.160128] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-17T20:30:09.160253] [INFO ] [sig       ] QQQI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:09.297488] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQI.txt
[2025-12-17T20:30:09.297664] [INFO ] [sig       ] [2651/3576] Completed QQQI in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:09.297706] [INFO ] [sig       ] [2652/3576] Forecasting QQQJ...
[2025-12-17T20:30:09.297735] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-17T20:30:09.297765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-17T20:30:09.309132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-17T20:30:09.309516] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-17T20:30:09.310287] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-17T20:30:09.310338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:09.310383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:09.310410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:09.310465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:09.365644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:09.366466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:09.366548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:09.366598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:09.484356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:09.484517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:09.484557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:09.484603] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:09.487964] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-17T20:30:09.488256] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-17T20:30:09.488387] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:09.625726] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQJ.txt
[2025-12-17T20:30:09.625871] [INFO ] [sig       ] [2652/3576] Completed QQQJ in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-17T20:30:09.625911] [INFO ] [sig       ] [2653/3576] Forecasting QQQM...
[2025-12-17T20:30:09.625940] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-17T20:30:09.625969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-17T20:30:09.637910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-17T20:30:09.638279] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-17T20:30:09.639090] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-17T20:30:09.639141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:09.639172] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:09.639198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:09.639254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:09.695875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:09.696750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:09.696835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:09.696870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:09.817695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:09.817848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:09.817887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:09.817916] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:09.821260] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-17T20:30:09.821521] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-17T20:30:09.821658] [INFO ] [sig       ] QQQM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:09.959505] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQM.txt
[2025-12-17T20:30:09.959643] [INFO ] [sig       ] [2653/3576] Completed QQQM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:09.959682] [INFO ] [sig       ] [2654/3576] Forecasting QQQX...
[2025-12-17T20:30:09.959711] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-17T20:30:09.959742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-17T20:30:09.971037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-17T20:30:09.971297] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-17T20:30:09.972045] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-17T20:30:09.972095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:09.972126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:09.972152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:09.972208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:10.027293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:10.028017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:10.028096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:10.028128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:10.147219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:10.147363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:10.147400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:10.147427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:10.150677] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-17T20:30:10.150937] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-17T20:30:10.151060] [INFO ] [sig       ] QQQX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:10.288757] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQX.txt
[2025-12-17T20:30:10.288881] [INFO ] [sig       ] [2654/3576] Completed QQQX in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:10.288927] [INFO ] [sig       ] [2655/3576] Forecasting QQQY...
[2025-12-17T20:30:10.288956] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-17T20:30:10.288985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-17T20:30:10.299753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-17T20:30:10.300013] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-17T20:30:10.300757] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-17T20:30:10.300808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:10.300839] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:10.300865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:10.300925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:10.355921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:10.356608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:10.356685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:10.356717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:10.473093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:10.473249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:10.473288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:10.473316] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:10.476638] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2025-12-17T20:30:10.476921] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-17T20:30:10.477063] [INFO ] [sig       ] QQQY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:10.617071] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QQQY.txt
[2025-12-17T20:30:10.617236] [INFO ] [sig       ] [2655/3576] Completed QQQY in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:10.617282] [INFO ] [sig       ] [2656/3576] Forecasting QRHC...
[2025-12-17T20:30:10.617313] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-17T20:30:10.617342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-17T20:30:10.629321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-17T20:30:10.629640] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-17T20:30:10.630426] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-17T20:30:10.630478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:10.630510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:10.630537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:10.630630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:10.687139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:10.687828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:10.687909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:10.687942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:10.806353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:10.806504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:10.806543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:10.806588] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:10.809978] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-17T20:30:10.810254] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-17T20:30:10.810379] [INFO ] [sig       ] QRHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:10.950135] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QRHC.txt
[2025-12-17T20:30:10.950261] [INFO ] [sig       ] [2656/3576] Completed QRHC in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:10.950299] [INFO ] [sig       ] [2657/3576] Forecasting QRVO...
[2025-12-17T20:30:10.950328] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-17T20:30:10.950358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-17T20:30:10.962302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-17T20:30:10.962644] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-17T20:30:10.963432] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-17T20:30:10.963483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:10.963515] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:10.963541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:10.963619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:11.018130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:11.018755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:11.018831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:11.018887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:11.135030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:11.135180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:11.135220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:11.135249] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:11.138519] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-17T20:30:11.138801] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-17T20:30:11.138968] [INFO ] [sig       ] QRVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:11.275076] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QRVO.txt
[2025-12-17T20:30:11.275203] [INFO ] [sig       ] [2657/3576] Completed QRVO in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:11.275241] [INFO ] [sig       ] [2658/3576] Forecasting QS...
[2025-12-17T20:30:11.275270] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-17T20:30:11.275300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-17T20:30:11.286772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-17T20:30:11.287070] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-17T20:30:11.287824] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-17T20:30:11.287874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:11.287905] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:11.287932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:11.287986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:11.342775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:11.343364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:11.343463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:11.343496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:11.463456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:11.463636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:11.463678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:11.463706] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:11.467062] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-17T20:30:11.467339] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-17T20:30:11.467466] [INFO ] [sig       ] QS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:11.603472] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QS.txt
[2025-12-17T20:30:11.603620] [INFO ] [sig       ] [2658/3576] Completed QS in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:11.603662] [INFO ] [sig       ] [2659/3576] Forecasting QSI...
[2025-12-17T20:30:11.603692] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-17T20:30:11.603723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-17T20:30:11.616029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-17T20:30:11.616451] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-17T20:30:11.617257] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-17T20:30:11.617312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:11.617345] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:11.617371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:11.617427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:11.673864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:11.674758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:11.674845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:11.674877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:11.794080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:11.794243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:11.794284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:11.794329] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:11.798134] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-17T20:30:11.798454] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-17T20:30:11.798612] [INFO ] [sig       ] QSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:11.939535] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QSI.txt
[2025-12-17T20:30:11.939709] [INFO ] [sig       ] [2659/3576] Completed QSI in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:11.939748] [INFO ] [sig       ] [2660/3576] Forecasting QTEC...
[2025-12-17T20:30:11.939778] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-17T20:30:11.939808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-17T20:30:11.951151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-17T20:30:11.951522] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-17T20:30:11.952317] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-17T20:30:11.952368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:11.952399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:11.952425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:11.952481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:12.010249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:12.011123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:12.011211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:12.011245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:12.137097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:12.137253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:12.137294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:12.137324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:12.140840] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-17T20:30:12.141145] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-17T20:30:12.141277] [INFO ] [sig       ] QTEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:12.282327] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QTEC.txt
[2025-12-17T20:30:12.282473] [INFO ] [sig       ] [2660/3576] Completed QTEC in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:12.282512] [INFO ] [sig       ] [2661/3576] Forecasting QTRX...
[2025-12-17T20:30:12.282542] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-17T20:30:12.282589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-17T20:30:12.296651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-17T20:30:12.297032] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-17T20:30:12.297821] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-17T20:30:12.297872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:12.297903] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:12.297929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:12.297985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:12.355151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:12.356048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:12.356151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:12.356186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:12.490035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:12.490198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:12.490238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:12.490271] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:12.493851] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-17T20:30:12.494236] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-17T20:30:12.494385] [INFO ] [sig       ] QTRX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:12.639531] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QTRX.txt
[2025-12-17T20:30:12.639747] [INFO ] [sig       ] [2661/3576] Completed QTRX in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:12.639790] [INFO ] [sig       ] [2662/3576] Forecasting QTTB...
[2025-12-17T20:30:12.639820] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-17T20:30:12.639851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-17T20:30:12.653705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-17T20:30:12.654166] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-17T20:30:12.655161] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-17T20:30:12.655224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:12.655265] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:12.655302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:12.655377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:12.717483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:12.718375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:12.718462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:12.718513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:12.840046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:12.840210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:12.840253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:12.840282] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:12.843815] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-17T20:30:12.844139] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-17T20:30:12.844282] [INFO ] [sig       ] QTTB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:12.993317] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QTTB.txt
[2025-12-17T20:30:12.993470] [INFO ] [sig       ] [2662/3576] Completed QTTB in 0.4s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:12.993510] [INFO ] [sig       ] [2663/3576] Forecasting QTUM...
[2025-12-17T20:30:12.993541] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-17T20:30:12.993591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-17T20:30:13.005270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-17T20:30:13.005683] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-17T20:30:13.006506] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-17T20:30:13.006559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:13.006638] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:13.006676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:13.006734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:13.063722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:13.064563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:13.064667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:13.064702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:13.182164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:13.182322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:13.182362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:13.182390] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:13.185734] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-17T20:30:13.186040] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-17T20:30:13.186172] [INFO ] [sig       ] QTUM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:13.325672] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QTUM.txt
[2025-12-17T20:30:13.325830] [INFO ] [sig       ] [2663/3576] Completed QTUM in 0.3s | 2.93 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-17T20:30:13.325871] [INFO ] [sig       ] [2664/3576] Forecasting QTWO...
[2025-12-17T20:30:13.325901] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-17T20:30:13.325930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-17T20:30:13.337674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-17T20:30:13.338053] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-17T20:30:13.339012] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-17T20:30:13.339238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:13.339292] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:13.339335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:13.339452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:13.402645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:13.403631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:13.403727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:13.403760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:13.532550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:13.532719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:13.532759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:13.532788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:13.536093] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-17T20:30:13.536368] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-17T20:30:13.536489] [INFO ] [sig       ] QTWO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:13.676131] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QTWO.txt
[2025-12-17T20:30:13.676271] [INFO ] [sig       ] [2664/3576] Completed QTWO in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:13.676311] [INFO ] [sig       ] [2665/3576] Forecasting QUAD...
[2025-12-17T20:30:13.676341] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-17T20:30:13.676371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-17T20:30:13.689566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-17T20:30:13.690097] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-17T20:30:13.690961] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-17T20:30:13.691022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:13.691098] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:13.691133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:13.691211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:13.754139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:13.755059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:13.755147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:13.755181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:13.879585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:13.879742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:13.879783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:13.879811] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:13.883179] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-17T20:30:13.883461] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-17T20:30:13.883608] [INFO ] [sig       ] QUAD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:14.023670] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QUAD.txt
[2025-12-17T20:30:14.023823] [INFO ] [sig       ] [2665/3576] Completed QUAD in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:14.023865] [INFO ] [sig       ] [2666/3576] Forecasting QUIK...
[2025-12-17T20:30:14.023895] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-17T20:30:14.023926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-17T20:30:14.035551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-17T20:30:14.035905] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-17T20:30:14.036669] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-17T20:30:14.036721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:14.036752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:14.036779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:14.036834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:14.093763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:14.094595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:14.094682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:14.094716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:14.217978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:14.218144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:14.218184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:14.218212] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:14.221640] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-17T20:30:14.221912] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-17T20:30:14.222035] [INFO ] [sig       ] QUIK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:14.361331] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QUIK.txt
[2025-12-17T20:30:14.361465] [INFO ] [sig       ] [2666/3576] Completed QUIK in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:14.361503] [INFO ] [sig       ] [2667/3576] Forecasting QURE...
[2025-12-17T20:30:14.361540] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-17T20:30:14.361587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-17T20:30:14.373630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-17T20:30:14.373979] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-17T20:30:14.374759] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-17T20:30:14.374812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:14.374845] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:14.374873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:14.374930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:14.431357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:14.432238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:14.432325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:14.432357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:14.559439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:14.559614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:14.559656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:14.559686] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:14.563142] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-17T20:30:14.563480] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-17T20:30:14.563650] [INFO ] [sig       ] QURE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:14.704145] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QURE.txt
[2025-12-17T20:30:14.704272] [INFO ] [sig       ] [2667/3576] Completed QURE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:14.704310] [INFO ] [sig       ] [2668/3576] Forecasting QVAL...
[2025-12-17T20:30:14.704340] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-17T20:30:14.704370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-17T20:30:14.715124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-17T20:30:14.715408] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-17T20:30:14.716199] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-17T20:30:14.716252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:14.716284] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:14.716312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:14.716368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:14.772920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:14.773697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:14.773777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:14.773809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:14.892493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:14.892671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:14.892714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:14.892778] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:14.896239] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=31.87%)
[2025-12-17T20:30:14.896524] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-17T20:30:14.896673] [INFO ] [sig       ] QVAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:15.041208] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/QVAL.txt
[2025-12-17T20:30:15.041368] [INFO ] [sig       ] [2668/3576] Completed QVAL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:15.041412] [INFO ] [sig       ] [2669/3576] Forecasting QVCC...
[2025-12-17T20:30:15.041441] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-17T20:30:15.041470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-17T20:30:15.053789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-17T20:30:15.054128] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-17T20:30:15.054920] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-17T20:30:15.054973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:15.055013] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:15.055045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:15.055115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:15.114413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:15.115240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:15.115333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:15.115372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:15.243721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:15.243876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:15.243919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:15.243948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:15.247377] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-12-17T20:30:15.247692] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-17T20:30:15.247821] [INFO ] [sig       ] QVCC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:15.394914] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QVCC.txt
[2025-12-17T20:30:15.395063] [INFO ] [sig       ] [2669/3576] Completed QVCC in 0.4s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:15.395111] [INFO ] [sig       ] [2670/3576] Forecasting QYLD...
[2025-12-17T20:30:15.395146] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-17T20:30:15.395179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-17T20:30:15.407658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-17T20:30:15.408007] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-17T20:30:15.408820] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-17T20:30:15.408893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:15.408926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:15.408952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:15.409010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:15.469099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:15.469965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:15.470051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:15.470085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:15.594631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:15.594800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:15.594848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:15.594896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:15.598394] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-17T20:30:15.598768] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-17T20:30:15.598942] [INFO ] [sig       ] QYLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:15.740093] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QYLD.txt
[2025-12-17T20:30:15.740248] [INFO ] [sig       ] [2670/3576] Completed QYLD in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-17T20:30:15.740289] [INFO ] [sig       ] [2671/3576] Forecasting QYLG...
[2025-12-17T20:30:15.740321] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-17T20:30:15.740352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-17T20:30:15.752719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-17T20:30:15.753158] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-17T20:30:15.753962] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-17T20:30:15.754014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:15.754046] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:15.754072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:15.754132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:15.810110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:15.810987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:15.811090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:15.811130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:15.928366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:15.928524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:15.928564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:15.928614] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:15.931975] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-17T20:30:15.932242] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-17T20:30:15.932362] [INFO ] [sig       ] QYLG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:16.071381] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/QYLG.txt
[2025-12-17T20:30:16.071536] [INFO ] [sig       ] [2671/3576] Completed QYLG in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:16.071597] [INFO ] [sig       ] [2672/3576] Forecasting RA...
[2025-12-17T20:30:16.071630] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-17T20:30:16.071660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-17T20:30:16.083569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-17T20:30:16.083975] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-17T20:30:16.084789] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-17T20:30:16.084842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:16.084874] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:16.084901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:16.084958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:16.145877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:16.146711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:16.146795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:16.146844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:16.267490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:16.267658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:16.267699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:16.267728] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:16.271053] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-17T20:30:16.271324] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-17T20:30:16.271448] [INFO ] [sig       ] RA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:16.414610] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RA.txt
[2025-12-17T20:30:16.414739] [INFO ] [sig       ] [2672/3576] Completed RA in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:16.414779] [INFO ] [sig       ] [2673/3576] Forecasting RACE...
[2025-12-17T20:30:16.414808] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-17T20:30:16.414840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-17T20:30:16.426620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-17T20:30:16.426901] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-17T20:30:16.427706] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-17T20:30:16.427757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:16.427788] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:16.427814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:16.427869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:16.483167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:16.483775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:16.483850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:16.483882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:16.607292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:16.607441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:16.607482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:16.607513] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:16.610947] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-17T20:30:16.611227] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-17T20:30:16.611351] [INFO ] [sig       ] RACE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:16.750073] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RACE.txt
[2025-12-17T20:30:16.750195] [INFO ] [sig       ] [2673/3576] Completed RACE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:16.750233] [INFO ] [sig       ] [2674/3576] Forecasting RAIL...
[2025-12-17T20:30:16.750263] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-17T20:30:16.750293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-17T20:30:16.762530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-17T20:30:16.762957] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-17T20:30:16.763769] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-17T20:30:16.763822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:16.763853] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:16.763880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:16.763948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:16.819271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:16.820200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:16.820291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:16.820324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:16.946810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:16.946972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:16.947014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:16.947043] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:16.950471] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=31.75%)
[2025-12-17T20:30:16.950799] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-17T20:30:16.950951] [INFO ] [sig       ] RAIL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:17.087472] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RAIL.txt
[2025-12-17T20:30:17.087636] [INFO ] [sig       ] [2674/3576] Completed RAIL in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:17.087690] [INFO ] [sig       ] [2675/3576] Forecasting RAMP...
[2025-12-17T20:30:17.087720] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-17T20:30:17.087749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-17T20:30:17.099942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-17T20:30:17.100279] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-17T20:30:17.101088] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-17T20:30:17.101141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:17.101173] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:17.101199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:17.101256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:17.156986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:17.157638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:17.157744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:17.157777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:17.277389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:17.277539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:17.277597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:17.277628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:17.280976] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-17T20:30:17.281272] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-17T20:30:17.281399] [INFO ] [sig       ] RAMP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:17.422815] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RAMP.txt
[2025-12-17T20:30:17.422942] [INFO ] [sig       ] [2675/3576] Completed RAMP in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:17.422986] [INFO ] [sig       ] [2676/3576] Forecasting RAPP...
[2025-12-17T20:30:17.423016] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-17T20:30:17.423047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-17T20:30:17.434502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-17T20:30:17.434809] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-17T20:30:17.435656] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-17T20:30:17.435709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:17.435741] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:17.435769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:17.435826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:17.490798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:17.491408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:17.491485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:17.491517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:17.611543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:17.611718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:17.611760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:17.611788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:17.615211] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2025-12-17T20:30:17.615487] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-17T20:30:17.615632] [INFO ] [sig       ] RAPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:17.761821] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RAPP.txt
[2025-12-17T20:30:17.761949] [INFO ] [sig       ] [2676/3576] Completed RAPP in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:17.761989] [INFO ] [sig       ] [2677/3576] Forecasting RARE...
[2025-12-17T20:30:17.762017] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-17T20:30:17.762047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-17T20:30:17.774777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-17T20:30:17.775136] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-17T20:30:17.775940] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-17T20:30:17.775992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:17.776024] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:17.776050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:17.776105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:17.837903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:17.839002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:17.839100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:17.839134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:17.960508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:17.960683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:17.960724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:17.960752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:17.964071] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=79.18%)
[2025-12-17T20:30:17.964348] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-17T20:30:17.964486] [INFO ] [sig       ] RARE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:18.103212] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RARE.txt
[2025-12-17T20:30:18.103383] [INFO ] [sig       ] [2677/3576] Completed RARE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:18.103431] [INFO ] [sig       ] [2678/3576] Forecasting RAVE...
[2025-12-17T20:30:18.103467] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-17T20:30:18.103522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-17T20:30:18.116125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-17T20:30:18.116710] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-17T20:30:18.117499] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-17T20:30:18.117552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:18.117610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:18.117641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:18.117697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:18.173128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:18.173764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:18.173841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:18.173873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:18.281652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:18.281804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:18.281845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:18.281874] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:18.285169] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-17T20:30:18.285443] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-17T20:30:18.285563] [INFO ] [sig       ] RAVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:18.424691] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RAVE.txt
[2025-12-17T20:30:18.424864] [INFO ] [sig       ] [2678/3576] Completed RAVE in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:18.424906] [INFO ] [sig       ] [2679/3576] Forecasting RAY...
[2025-12-17T20:30:18.424935] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-17T20:30:18.424965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-17T20:30:18.436277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-17T20:30:18.436588] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-17T20:30:18.437355] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-17T20:30:18.437405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:18.437436] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:18.437463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:18.437518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:18.493003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:18.493688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:18.493764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:18.493796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:18.608298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:18.608446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:18.608486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:18.608514] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:18.611860] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-17T20:30:18.612130] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-17T20:30:18.612250] [INFO ] [sig       ] RAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:18.754650] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RAY.txt
[2025-12-17T20:30:18.754772] [INFO ] [sig       ] [2679/3576] Completed RAY in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:18.754810] [INFO ] [sig       ] [2680/3576] Forecasting RBA...
[2025-12-17T20:30:18.754840] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-17T20:30:18.754871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-17T20:30:18.766296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-17T20:30:18.766561] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-17T20:30:18.767338] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-17T20:30:18.767389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:18.767419] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:18.767445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:18.767500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:18.823629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:18.824277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:18.824358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:18.824390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:18.945608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:18.945766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:18.945807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:18.945836] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:18.949373] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-17T20:30:18.949676] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-17T20:30:18.949809] [INFO ] [sig       ] RBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:19.095332] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RBA.txt
[2025-12-17T20:30:19.095463] [INFO ] [sig       ] [2680/3576] Completed RBA in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:19.095502] [INFO ] [sig       ] [2681/3576] Forecasting RBB...
[2025-12-17T20:30:19.095531] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-17T20:30:19.095560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-17T20:30:19.107110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-17T20:30:19.107402] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-17T20:30:19.108232] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-17T20:30:19.108284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:19.108318] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:19.108344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:19.108400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:19.171098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:19.172081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:19.172185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:19.172239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:19.296059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:19.296212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:19.296251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:19.296278] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:19.299601] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=32.48%)
[2025-12-17T20:30:19.299881] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-17T20:30:19.300013] [INFO ] [sig       ] RBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:19.439854] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RBB.txt
[2025-12-17T20:30:19.439986] [INFO ] [sig       ] [2681/3576] Completed RBB in 0.3s | 2.93 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-17T20:30:19.440024] [INFO ] [sig       ] [2682/3576] Forecasting RBBN...
[2025-12-17T20:30:19.440057] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-17T20:30:19.440093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-17T20:30:19.451266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-17T20:30:19.451542] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-17T20:30:19.452297] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-17T20:30:19.452347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:19.452402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:19.452429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:19.452485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:19.509120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:19.510016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:19.510108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:19.510150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:19.628890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:19.629068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:19.629125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:19.629166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:19.633717] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-17T20:30:19.634097] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-17T20:30:19.634274] [INFO ] [sig       ] RBBN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:19.781665] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RBBN.txt
[2025-12-17T20:30:19.781817] [INFO ] [sig       ] [2682/3576] Completed RBBN in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:19.781857] [INFO ] [sig       ] [2683/3576] Forecasting RBC...
[2025-12-17T20:30:19.781886] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-17T20:30:19.781917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-17T20:30:19.793619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-17T20:30:19.793985] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-17T20:30:19.794973] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-17T20:30:19.795024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:19.795055] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:19.795081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:19.795136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:19.851586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:19.852427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:19.852510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:19.852543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:19.971943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:19.972115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:19.972162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:19.972193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:19.975618] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2025-12-17T20:30:19.975894] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-17T20:30:19.976021] [INFO ] [sig       ] RBC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:20.142709] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RBC.txt
[2025-12-17T20:30:20.142903] [INFO ] [sig       ] [2683/3576] Completed RBC in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:20.142962] [INFO ] [sig       ] [2684/3576] Forecasting RBCAA...
[2025-12-17T20:30:20.143008] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-17T20:30:20.143052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-17T20:30:20.154964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-17T20:30:20.155296] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-17T20:30:20.156078] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-17T20:30:20.156130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:20.156162] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:20.156188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:20.156246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:20.212000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:20.212621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:20.212698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:20.212730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:20.326024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:20.326182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:20.326221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:20.326249] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:20.329672] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-17T20:30:20.329968] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-17T20:30:20.330100] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:20.472073] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RBCAA.txt
[2025-12-17T20:30:20.472224] [INFO ] [sig       ] [2684/3576] Completed RBCAA in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:20.472265] [INFO ] [sig       ] [2685/3576] Forecasting RBLX...
[2025-12-17T20:30:20.472297] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-17T20:30:20.472330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-17T20:30:20.484287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-17T20:30:20.484702] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-17T20:30:20.485493] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-17T20:30:20.485543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:20.485592] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:20.485621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:20.485676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:20.548357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:20.549315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:20.549403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:20.549438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:20.669797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:20.669951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:20.669992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:20.670053] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:20.673433] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-17T20:30:20.673751] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-17T20:30:20.673882] [INFO ] [sig       ] RBLX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:20.821928] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RBLX.txt
[2025-12-17T20:30:20.822096] [INFO ] [sig       ] [2685/3576] Completed RBLX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:20.822143] [INFO ] [sig       ] [2686/3576] Forecasting RC...
[2025-12-17T20:30:20.822180] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-17T20:30:20.822217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-17T20:30:20.834916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-17T20:30:20.835298] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-17T20:30:20.836191] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-17T20:30:20.836246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:20.836277] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:20.836304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:20.836373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:20.899102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:20.900124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:20.900220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:20.900255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:21.025925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:21.026077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:21.026118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:21.026150] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:21.029462] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-17T20:30:21.029771] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-17T20:30:21.029904] [INFO ] [sig       ] RC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:21.169081] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RC.txt
[2025-12-17T20:30:21.169211] [INFO ] [sig       ] [2686/3576] Completed RC in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:21.169248] [INFO ] [sig       ] [2687/3576] Forecasting RCEL...
[2025-12-17T20:30:21.169279] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-17T20:30:21.169308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-17T20:30:21.180167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-17T20:30:21.180442] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-17T20:30:21.181190] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-17T20:30:21.181252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:21.181283] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:21.181309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:21.181365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:21.235877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:21.236462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:21.236539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:21.236587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:21.356087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:21.356229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:21.356269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:21.356297] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:21.359560] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-17T20:30:21.359877] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-17T20:30:21.360000] [INFO ] [sig       ] RCEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:21.498094] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RCEL.txt
[2025-12-17T20:30:21.498240] [INFO ] [sig       ] [2687/3576] Completed RCEL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:21.498286] [INFO ] [sig       ] [2688/3576] Forecasting RCI...
[2025-12-17T20:30:21.498315] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-17T20:30:21.498345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-17T20:30:21.509685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-17T20:30:21.509967] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-17T20:30:21.510749] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-17T20:30:21.510799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:21.510830] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:21.510856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:21.510910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:21.566532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:21.567175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:21.567266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:21.567301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:21.686080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:21.686208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:21.686247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:21.686274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:21.689502] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-17T20:30:21.689784] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-17T20:30:21.689905] [INFO ] [sig       ] RCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:21.829750] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RCI.txt
[2025-12-17T20:30:21.829876] [INFO ] [sig       ] [2688/3576] Completed RCI in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-17T20:30:21.829915] [INFO ] [sig       ] [2689/3576] Forecasting RCKY...
[2025-12-17T20:30:21.829943] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-17T20:30:21.829973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-17T20:30:21.841306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-17T20:30:21.841618] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-17T20:30:21.842380] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-17T20:30:21.842431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:21.842464] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:21.842491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:21.842546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:21.899177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:21.899853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:21.899930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:21.899964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:22.024126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:22.024285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:22.024325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:22.024353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:22.028068] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-12-17T20:30:22.028347] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-17T20:30:22.028473] [INFO ] [sig       ] RCKY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:22.174854] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RCKY.txt
[2025-12-17T20:30:22.174993] [INFO ] [sig       ] [2689/3576] Completed RCKY in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:22.175034] [INFO ] [sig       ] [2690/3576] Forecasting RCL...
[2025-12-17T20:30:22.175063] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-17T20:30:22.175094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-17T20:30:22.186025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-17T20:30:22.186321] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-17T20:30:22.187123] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-17T20:30:22.187176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:22.187208] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:22.187234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:22.187291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:22.252916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:22.253782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:22.253863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:22.253896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:22.369298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:22.369481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:22.369527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:22.369556] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:22.373049] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=61.60%)
[2025-12-17T20:30:22.373386] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-17T20:30:22.373533] [INFO ] [sig       ] RCL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:22.527670] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RCL.txt
[2025-12-17T20:30:22.527823] [INFO ] [sig       ] [2690/3576] Completed RCL in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:22.527870] [INFO ] [sig       ] [2691/3576] Forecasting RCS...
[2025-12-17T20:30:22.527901] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-17T20:30:22.527931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-17T20:30:22.539625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-17T20:30:22.539973] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-17T20:30:22.540816] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-17T20:30:22.540869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:22.540900] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:22.540926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:22.540985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:22.604055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:22.605109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:22.605206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:22.605257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:22.734809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:22.734977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:22.735031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:22.735070] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:22.739204] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-17T20:30:22.739495] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-17T20:30:22.739658] [INFO ] [sig       ] RCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:22.897803] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RCS.txt
[2025-12-17T20:30:22.897990] [INFO ] [sig       ] [2691/3576] Completed RCS in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:22.898056] [INFO ] [sig       ] [2692/3576] Forecasting RCUS...
[2025-12-17T20:30:22.898102] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-17T20:30:22.898142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-17T20:30:22.910551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-17T20:30:22.910908] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-17T20:30:22.911679] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-17T20:30:22.911731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:22.911761] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:22.911788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:22.911843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:22.970363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:22.971217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:22.971344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:22.971378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:23.096102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:23.096255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:23.096295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:23.096324] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:23.100220] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-17T20:30:23.100509] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-17T20:30:23.100670] [INFO ] [sig       ] RCUS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:23.246602] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RCUS.txt
[2025-12-17T20:30:23.246760] [INFO ] [sig       ] [2692/3576] Completed RCUS in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:23.246798] [INFO ] [sig       ] [2693/3576] Forecasting RDCM...
[2025-12-17T20:30:23.246830] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-17T20:30:23.246861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-17T20:30:23.258248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-17T20:30:23.258531] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-17T20:30:23.259362] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-17T20:30:23.259414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:23.259446] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:23.259472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:23.259527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:23.317339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:23.318085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:23.318165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:23.318202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:23.442530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:23.442696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:23.442737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:23.442765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:23.446080] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=43.44%)
[2025-12-17T20:30:23.446353] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-17T20:30:23.446474] [INFO ] [sig       ] RDCM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:23.591470] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RDCM.txt
[2025-12-17T20:30:23.591639] [INFO ] [sig       ] [2693/3576] Completed RDCM in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:23.591680] [INFO ] [sig       ] [2694/3576] Forecasting RDHL...
[2025-12-17T20:30:23.591892] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-17T20:30:23.591922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-17T20:30:23.603634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-17T20:30:23.603911] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-17T20:30:23.604725] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-17T20:30:23.604777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:23.604809] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:23.604835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:23.604895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:23.660952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:23.661678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:23.661759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:23.661791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:23.779326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:23.779478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:23.779534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:23.779565] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:23.782987] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-17T20:30:23.783314] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-17T20:30:23.783453] [INFO ] [sig       ] RDHL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:23.927850] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RDHL.txt
[2025-12-17T20:30:23.927999] [INFO ] [sig       ] [2694/3576] Completed RDHL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:23.928038] [INFO ] [sig       ] [2695/3576] Forecasting RDVY...
[2025-12-17T20:30:23.928068] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-17T20:30:23.928097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-17T20:30:23.939433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-17T20:30:23.939759] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-17T20:30:23.940496] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-17T20:30:23.940546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:23.940599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:23.940629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:23.940689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:23.997117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:23.997948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:23.998027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:23.998059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:24.118239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:24.118387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:24.118428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:24.118457] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:24.121801] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-17T20:30:24.122072] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-17T20:30:24.122193] [INFO ] [sig       ] RDVY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:24.263292] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RDVY.txt
[2025-12-17T20:30:24.263480] [INFO ] [sig       ] [2695/3576] Completed RDVY in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:24.263522] [INFO ] [sig       ] [2696/3576] Forecasting RDY...
[2025-12-17T20:30:24.263551] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-17T20:30:24.263603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-17T20:30:24.275239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-17T20:30:24.275630] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-17T20:30:24.276391] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-17T20:30:24.276442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:24.276474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:24.276500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:24.276554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:24.332486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:24.333347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:24.333448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:24.333480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:24.457002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:24.457156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:24.457195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:24.457228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:24.460617] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-17T20:30:24.460906] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-17T20:30:24.461033] [INFO ] [sig       ] RDY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:24.626863] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RDY.txt
[2025-12-17T20:30:24.627054] [INFO ] [sig       ] [2696/3576] Completed RDY in 0.4s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:24.627116] [INFO ] [sig       ] [2697/3576] Forecasting REAL...
[2025-12-17T20:30:24.627168] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-17T20:30:24.627232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-17T20:30:24.641016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-17T20:30:24.641423] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-17T20:30:24.642213] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-17T20:30:24.642268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:24.642299] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:24.642325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:24.642379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:24.697433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:24.698303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:24.698394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:24.698426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:24.823377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:24.823530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:24.823569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:24.823617] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:24.826959] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-17T20:30:24.827268] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-17T20:30:24.827410] [INFO ] [sig       ] REAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:24.970645] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REAL.txt
[2025-12-17T20:30:24.970782] [INFO ] [sig       ] [2697/3576] Completed REAL in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:24.970823] [INFO ] [sig       ] [2698/3576] Forecasting REAX...
[2025-12-17T20:30:24.970853] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-17T20:30:24.970885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-17T20:30:24.985034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-17T20:30:24.985343] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-17T20:30:24.986096] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-17T20:30:24.986148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:24.986194] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:24.986222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:24.986277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:25.043417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:25.044229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:25.044310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:25.044342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:25.161629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:25.161774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:25.161812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:25.161840] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:25.165121] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-17T20:30:25.165397] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-17T20:30:25.165517] [INFO ] [sig       ] REAX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:25.304008] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REAX.txt
[2025-12-17T20:30:25.304145] [INFO ] [sig       ] [2698/3576] Completed REAX in 0.3s | 2.93 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-17T20:30:25.304184] [INFO ] [sig       ] [2699/3576] Forecasting REBN...
[2025-12-17T20:30:25.304212] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-17T20:30:25.304242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-17T20:30:25.315212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-17T20:30:25.315537] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-17T20:30:25.316290] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-17T20:30:25.316340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:25.316396] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:25.316423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:25.316479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:25.371420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:25.372125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:25.372203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:25.372236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:25.486767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:25.486920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:25.486959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:25.486988] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:25.490365] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-17T20:30:25.490653] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-17T20:30:25.490776] [INFO ] [sig       ] REBN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:25.628043] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REBN.txt
[2025-12-17T20:30:25.628174] [INFO ] [sig       ] [2699/3576] Completed REBN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:25.628210] [INFO ] [sig       ] [2700/3576] Forecasting REFI...
[2025-12-17T20:30:25.628239] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-17T20:30:25.628272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-17T20:30:25.639659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-17T20:30:25.639932] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-17T20:30:25.640689] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-17T20:30:25.640739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:25.640770] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:25.640796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:25.640851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:25.696558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:25.697254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:25.697333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:25.697365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:25.817196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:25.817352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:25.817390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:25.817418] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:25.820809] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-12-17T20:30:25.821078] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-17T20:30:25.821201] [INFO ] [sig       ] REFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:25.959112] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REFI.txt
[2025-12-17T20:30:25.959262] [INFO ] [sig       ] [2700/3576] Completed REFI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:25.959309] [INFO ] [sig       ] [2701/3576] Forecasting REG...
[2025-12-17T20:30:25.959340] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-17T20:30:25.959372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-17T20:30:25.970944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-17T20:30:25.971259] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-17T20:30:25.972037] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-17T20:30:25.972089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:25.972120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:25.972147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:25.972202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:26.027495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:26.028243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:26.028326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:26.028359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:26.147922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:26.148076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:26.148114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:26.148142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:26.151504] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-17T20:30:26.151810] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-17T20:30:26.151934] [INFO ] [sig       ] REG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:26.290145] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/REG.txt
[2025-12-17T20:30:26.290275] [INFO ] [sig       ] [2701/3576] Completed REG in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:26.290314] [INFO ] [sig       ] [2702/3576] Forecasting REGN...
[2025-12-17T20:30:26.290350] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-17T20:30:26.290381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-17T20:30:26.301472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-17T20:30:26.301809] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-17T20:30:26.302540] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-17T20:30:26.302608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:26.302640] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:26.302668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:26.302722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:26.359240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:26.360093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:26.360176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:26.360209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:26.478831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:26.479009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:26.479047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:26.479105] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:26.482430] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-17T20:30:26.482722] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-17T20:30:26.482843] [INFO ] [sig       ] REGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:26.619203] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/REGN.txt
[2025-12-17T20:30:26.619328] [INFO ] [sig       ] [2702/3576] Completed REGN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:26.619366] [INFO ] [sig       ] [2703/3576] Forecasting RELL...
[2025-12-17T20:30:26.619396] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-17T20:30:26.619427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-17T20:30:26.630155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-17T20:30:26.630439] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-17T20:30:26.631194] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-17T20:30:26.631246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:26.631276] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:26.631302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:26.631356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:26.686817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:26.687653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:26.687743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:26.687780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:26.809266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:26.809423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:26.809462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:26.809493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:26.813100] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-17T20:30:26.813378] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-17T20:30:26.813504] [INFO ] [sig       ] RELL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:26.953970] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RELL.txt
[2025-12-17T20:30:26.954095] [INFO ] [sig       ] [2703/3576] Completed RELL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:26.954132] [INFO ] [sig       ] [2704/3576] Forecasting RELX...
[2025-12-17T20:30:26.954162] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-17T20:30:26.954192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-17T20:30:26.965529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-17T20:30:26.965818] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-17T20:30:26.966559] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-17T20:30:26.966629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:26.966661] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:26.966687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:26.966744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:27.025087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:27.025819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:27.025900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:27.025934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:27.152265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:27.152420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:27.152460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:27.152490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:27.155989] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-17T20:30:27.156257] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-17T20:30:27.156384] [INFO ] [sig       ] RELX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:27.296225] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RELX.txt
[2025-12-17T20:30:27.296363] [INFO ] [sig       ] [2704/3576] Completed RELX in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:27.296403] [INFO ] [sig       ] [2705/3576] Forecasting RELY...
[2025-12-17T20:30:27.296432] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-17T20:30:27.296462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-17T20:30:27.307551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-17T20:30:27.307881] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-17T20:30:27.308633] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-17T20:30:27.308684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:27.308715] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:27.308742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:27.308797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:27.366605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:27.367298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:27.367378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:27.367410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:27.487643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:27.487818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:27.487858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:27.487903] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:27.491240] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=52.16%)
[2025-12-17T20:30:27.491513] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-17T20:30:27.491655] [INFO ] [sig       ] RELY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:27.636211] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RELY.txt
[2025-12-17T20:30:27.636369] [INFO ] [sig       ] [2705/3576] Completed RELY in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-17T20:30:27.636410] [INFO ] [sig       ] [2706/3576] Forecasting REPL...
[2025-12-17T20:30:27.636438] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-17T20:30:27.636467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-17T20:30:27.647841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-17T20:30:27.648197] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-17T20:30:27.648989] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-17T20:30:27.649039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:27.649070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:27.649096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:27.649150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:27.706718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:27.707557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:27.707659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:27.707692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:27.832662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:27.832861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:27.832902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:27.832930] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:27.836327] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-17T20:30:27.836625] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-17T20:30:27.836747] [INFO ] [sig       ] REPL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:27.977316] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REPL.txt
[2025-12-17T20:30:27.977446] [INFO ] [sig       ] [2706/3576] Completed REPL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:27.977485] [INFO ] [sig       ] [2707/3576] Forecasting RERE...
[2025-12-17T20:30:27.977514] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-17T20:30:27.977543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-17T20:30:27.988925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-17T20:30:27.989231] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-17T20:30:27.989985] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-17T20:30:27.990036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:27.990066] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:27.990092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:27.990147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:28.047157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:28.047840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:28.047922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:28.047970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:28.166695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:28.166848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:28.166886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:28.166915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:28.170214] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=29.90%)
[2025-12-17T20:30:28.170490] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-17T20:30:28.170629] [INFO ] [sig       ] RERE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:28.314477] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RERE.txt
[2025-12-17T20:30:28.314642] [INFO ] [sig       ] [2707/3576] Completed RERE in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:28.314683] [INFO ] [sig       ] [2708/3576] Forecasting RES...
[2025-12-17T20:30:28.314715] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-17T20:30:28.314746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-17T20:30:28.326431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-17T20:30:28.326772] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-17T20:30:28.327523] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-17T20:30:28.327593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:28.327629] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:28.327659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:28.327717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:28.382688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:28.383536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:28.383637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:28.383670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:28.507290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:28.507449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:28.507489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:28.507519] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:28.510983] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-12-17T20:30:28.511265] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-17T20:30:28.511391] [INFO ] [sig       ] RES: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:28.653676] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RES.txt
[2025-12-17T20:30:28.653807] [INFO ] [sig       ] [2708/3576] Completed RES in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:28.653847] [INFO ] [sig       ] [2709/3576] Forecasting REVG...
[2025-12-17T20:30:28.653874] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-17T20:30:28.653903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-17T20:30:28.665173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-17T20:30:28.665542] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-17T20:30:28.666477] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-17T20:30:28.666541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:28.666621] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:28.666680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:28.666763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:28.724268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:28.725104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:28.725230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:28.725263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:28.855512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:28.855693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:28.855733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:28.855763] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:28.859174] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=5.77%)
[2025-12-17T20:30:28.859449] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-17T20:30:28.859591] [INFO ] [sig       ] REVG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:29.003247] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REVG.txt
[2025-12-17T20:30:29.003396] [INFO ] [sig       ] [2709/3576] Completed REVG in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:29.003434] [INFO ] [sig       ] [2710/3576] Forecasting REX...
[2025-12-17T20:30:29.003465] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-17T20:30:29.003497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-17T20:30:29.014793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-17T20:30:29.015071] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-17T20:30:29.015829] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-17T20:30:29.015880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:29.015911] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:29.015937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:29.015993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:29.072563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:29.073356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:29.073435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:29.073466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:29.196633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:29.196786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:29.196825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:29.196853] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:29.200174] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-17T20:30:29.200445] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-17T20:30:29.200565] [INFO ] [sig       ] REX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:29.341831] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REX.txt
[2025-12-17T20:30:29.341961] [INFO ] [sig       ] [2710/3576] Completed REX in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:29.341999] [INFO ] [sig       ] [2711/3576] Forecasting REYN...
[2025-12-17T20:30:29.342029] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-17T20:30:29.342059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-17T20:30:29.353002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-17T20:30:29.353278] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-17T20:30:29.354053] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-17T20:30:29.354105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:29.354135] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:29.354161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:29.354216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:29.411731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:29.412570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:29.412676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:29.412710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:29.541026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:29.541178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:29.541218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:29.541245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:29.544527] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-17T20:30:29.544819] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-17T20:30:29.544941] [INFO ] [sig       ] REYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:29.681366] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/REYN.txt
[2025-12-17T20:30:29.681490] [INFO ] [sig       ] [2711/3576] Completed REYN in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:29.681529] [INFO ] [sig       ] [2712/3576] Forecasting REZI...
[2025-12-17T20:30:29.681558] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-17T20:30:29.681607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-17T20:30:29.692668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-17T20:30:29.692935] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-17T20:30:29.693687] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-17T20:30:29.693737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:29.693769] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:29.693795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:29.693850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:29.749229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:29.749872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:29.749950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:29.749981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:29.867267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:29.867416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:29.867453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:29.867481] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:29.870840] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-17T20:30:29.871108] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-17T20:30:29.871232] [INFO ] [sig       ] REZI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:30.007758] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/REZI.txt
[2025-12-17T20:30:30.007898] [INFO ] [sig       ] [2712/3576] Completed REZI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:30.007938] [INFO ] [sig       ] [2713/3576] Forecasting RF...
[2025-12-17T20:30:30.007966] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-17T20:30:30.008006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-17T20:30:30.018823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-17T20:30:30.019137] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-17T20:30:30.019907] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-17T20:30:30.019959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:30.019992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:30.020024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:30.020079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:30.074982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:30.075556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:30.075648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:30.075680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:30.194617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:30.194769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:30.194808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:30.194837] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:30.198106] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2025-12-17T20:30:30.198371] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-17T20:30:30.198492] [INFO ] [sig       ] RF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:30.333413] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RF.txt
[2025-12-17T20:30:30.333536] [INFO ] [sig       ] [2713/3576] Completed RF in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:30.333590] [INFO ] [sig       ] [2714/3576] Forecasting RFI...
[2025-12-17T20:30:30.333621] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-17T20:30:30.333651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-17T20:30:30.344726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-17T20:30:30.344993] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-17T20:30:30.345759] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-17T20:30:30.345809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:30.345839] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:30.345865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:30.345921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:30.400900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:30.401514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:30.401606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:30.401640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:30.513363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:30.513516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:30.513555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:30.513604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:30.516928] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-17T20:30:30.517199] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-17T20:30:30.517320] [INFO ] [sig       ] RFI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:30.658499] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RFI.txt
[2025-12-17T20:30:30.658657] [INFO ] [sig       ] [2714/3576] Completed RFI in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:30.658698] [INFO ] [sig       ] [2715/3576] Forecasting RFL...
[2025-12-17T20:30:30.658728] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-17T20:30:30.658757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-17T20:30:30.670025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-17T20:30:30.670314] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-17T20:30:30.671119] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-17T20:30:30.671170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:30.671200] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:30.671227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:30.671281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:30.727144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:30.727874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:30.727952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:30.727984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:30.847311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:30.847476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:30.847517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:30.847546] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:30.850886] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-17T20:30:30.851152] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-17T20:30:30.851280] [INFO ] [sig       ] RFL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:30.987895] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RFL.txt
[2025-12-17T20:30:30.988021] [INFO ] [sig       ] [2715/3576] Completed RFL in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:30.988059] [INFO ] [sig       ] [2716/3576] Forecasting RFM...
[2025-12-17T20:30:30.988089] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-17T20:30:30.988118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-17T20:30:30.999070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-17T20:30:30.999362] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-17T20:30:31.000122] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-17T20:30:31.000173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:31.000227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:31.000255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:31.000311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:31.054793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:31.055420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:31.055497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:31.055527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:31.160053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:31.160201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:31.160240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:31.160267] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:31.163512] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-17T20:30:31.163817] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-17T20:30:31.163937] [INFO ] [sig       ] RFM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:31.300002] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RFM.txt
[2025-12-17T20:30:31.300121] [INFO ] [sig       ] [2716/3576] Completed RFM in 0.3s | 2.93 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-17T20:30:31.300160] [INFO ] [sig       ] [2717/3576] Forecasting RFMZ...
[2025-12-17T20:30:31.300188] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-17T20:30:31.300218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-17T20:30:31.311558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-17T20:30:31.311860] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-17T20:30:31.312625] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-17T20:30:31.312676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:31.312707] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:31.312733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:31.312787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:31.367053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:31.367669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:31.367745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:31.367776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:31.488370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:31.488512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:31.488555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:31.488604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:31.491984] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-17T20:30:31.492251] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-17T20:30:31.492384] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:31.629408] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RFMZ.txt
[2025-12-17T20:30:31.629545] [INFO ] [sig       ] [2717/3576] Completed RFMZ in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:31.629598] [INFO ] [sig       ] [2718/3576] Forecasting RGA...
[2025-12-17T20:30:31.629634] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-17T20:30:31.629663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-17T20:30:31.641020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-17T20:30:31.641273] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-17T20:30:31.642039] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-17T20:30:31.642089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:31.642120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:31.642145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:31.642200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:31.697470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:31.698092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:31.698166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:31.698198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:31.818533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:31.818714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:31.818754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:31.818781] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:31.822095] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=87.31%)
[2025-12-17T20:30:31.822365] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-17T20:30:31.822487] [INFO ] [sig       ] RGA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:31.959946] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGA.txt
[2025-12-17T20:30:31.960073] [INFO ] [sig       ] [2718/3576] Completed RGA in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:31.960110] [INFO ] [sig       ] [2719/3576] Forecasting RGCO...
[2025-12-17T20:30:31.960139] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-17T20:30:31.960169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-17T20:30:31.970809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-17T20:30:31.971061] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-17T20:30:31.971970] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-17T20:30:31.972021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:31.972051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:31.972078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:31.972133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:32.027728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:32.028321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:32.028397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:32.028428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:32.128193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:32.128349] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:30:32.128389] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:32.128453] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:32.131967] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-17T20:30:32.132246] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-17T20:30:32.132373] [INFO ] [sig       ] RGCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:32.269491] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGCO.txt
[2025-12-17T20:30:32.269662] [INFO ] [sig       ] [2719/3576] Completed RGCO in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:32.269705] [INFO ] [sig       ] [2720/3576] Forecasting RGEN...
[2025-12-17T20:30:32.269735] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-17T20:30:32.269766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-17T20:30:32.281468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-17T20:30:32.281829] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-17T20:30:32.282606] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-17T20:30:32.282657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:32.282688] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:32.282714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:32.282768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:32.337244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:32.338069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:32.338153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:32.338184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:32.454927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:32.455090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:32.455130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:32.455157] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:32.458693] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-17T20:30:32.459091] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-17T20:30:32.459239] [INFO ] [sig       ] RGEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:32.598620] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGEN.txt
[2025-12-17T20:30:32.598770] [INFO ] [sig       ] [2720/3576] Completed RGEN in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:32.598810] [INFO ] [sig       ] [2721/3576] Forecasting RGLD...
[2025-12-17T20:30:32.598838] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-17T20:30:32.598887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-17T20:30:32.610820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-17T20:30:32.611160] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-17T20:30:32.611925] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-17T20:30:32.611976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:32.612006] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:32.612032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:32.612092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:32.666356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:32.667193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:32.667280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:32.667312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:32.784512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:32.784690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:32.784729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:32.784759] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:32.788069] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-17T20:30:32.788354] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-17T20:30:32.788486] [INFO ] [sig       ] RGLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:32.926050] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGLD.txt
[2025-12-17T20:30:32.926188] [INFO ] [sig       ] [2721/3576] Completed RGLD in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:32.926227] [INFO ] [sig       ] [2722/3576] Forecasting RGNX...
[2025-12-17T20:30:32.926256] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-17T20:30:32.926288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-17T20:30:32.937737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-17T20:30:32.937999] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-17T20:30:32.938752] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-17T20:30:32.938814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:32.938846] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:32.938889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:32.938945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:32.993687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:32.994270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:32.994346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:32.994377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:33.109648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:33.109798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:33.109837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:33.109864] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:33.113124] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-17T20:30:33.113390] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-17T20:30:33.113514] [INFO ] [sig       ] RGNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:33.249096] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGNX.txt
[2025-12-17T20:30:33.249211] [INFO ] [sig       ] [2722/3576] Completed RGNX in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:33.249249] [INFO ] [sig       ] [2723/3576] Forecasting RGP...
[2025-12-17T20:30:33.249278] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-17T20:30:33.249307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-17T20:30:33.260023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-17T20:30:33.260292] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-17T20:30:33.261056] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-17T20:30:33.261106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:33.261137] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:33.261163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:33.261218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:33.316376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:33.317013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:33.317089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:33.317120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:33.436676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:33.436840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:33.436885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:33.436915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:33.440400] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-17T20:30:33.440717] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-17T20:30:33.440849] [INFO ] [sig       ] RGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:33.578543] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGP.txt
[2025-12-17T20:30:33.578688] [INFO ] [sig       ] [2723/3576] Completed RGP in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-17T20:30:33.578727] [INFO ] [sig       ] [2724/3576] Forecasting RGS...
[2025-12-17T20:30:33.578757] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-17T20:30:33.578787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-17T20:30:33.596166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-17T20:30:33.596457] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-17T20:30:33.597209] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-17T20:30:33.597260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:33.597291] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:33.597317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:33.597372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:33.652389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:33.653009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:33.653085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:33.653115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:33.760985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:33.761129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:33.761167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:33.761196] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:33.764515] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2025-12-17T20:30:33.764805] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-17T20:30:33.764927] [INFO ] [sig       ] RGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:33.902363] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RGS.txt
[2025-12-17T20:30:33.902499] [INFO ] [sig       ] [2724/3576] Completed RGS in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:33.902544] [INFO ] [sig       ] [2725/3576] Forecasting RGTI...
[2025-12-17T20:30:33.902599] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-17T20:30:33.902631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-17T20:30:33.914092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-17T20:30:33.914365] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-17T20:30:33.915120] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-17T20:30:33.915171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:33.915202] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:33.915228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:33.915283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:33.969841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:33.970440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:33.970519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:33.970550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:34.091214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:34.091353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:34.091391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:34.091420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:34.094684] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-17T20:30:34.094955] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-17T20:30:34.095080] [INFO ] [sig       ] RGTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:34.231441] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RGTI.txt
[2025-12-17T20:30:34.231611] [INFO ] [sig       ] [2725/3576] Completed RGTI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:34.231659] [INFO ] [sig       ] [2726/3576] Forecasting RH...
[2025-12-17T20:30:34.231689] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-17T20:30:34.231718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-17T20:30:34.243191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-17T20:30:34.243479] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-17T20:30:34.244236] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-17T20:30:34.244286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:34.244316] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:34.244342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:34.244401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:34.299688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:34.300327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:34.300437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:34.300477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:34.418447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:34.418588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:34.418628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:34.418657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:34.421890] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-17T20:30:34.422153] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-17T20:30:34.422274] [INFO ] [sig       ] RH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:34.560247] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RH.txt
[2025-12-17T20:30:34.560382] [INFO ] [sig       ] [2726/3576] Completed RH in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:34.560421] [INFO ] [sig       ] [2727/3576] Forecasting RHI...
[2025-12-17T20:30:34.560450] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-17T20:30:34.560480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-17T20:30:34.571888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-17T20:30:34.572155] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-17T20:30:34.572926] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-17T20:30:34.572977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:34.573008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:34.573034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:34.573089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:34.628233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:34.628843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:34.628934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:34.628966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:34.750151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:34.750291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:34.750327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:34.750356] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:34.753629] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-17T20:30:34.753894] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-17T20:30:34.754038] [INFO ] [sig       ] RHI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:34.892242] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RHI.txt
[2025-12-17T20:30:34.892351] [INFO ] [sig       ] [2727/3576] Completed RHI in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:34.892387] [INFO ] [sig       ] [2728/3576] Forecasting RHP...
[2025-12-17T20:30:34.892416] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-17T20:30:34.892445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-17T20:30:34.903839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-17T20:30:34.904108] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-17T20:30:34.904857] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-17T20:30:34.904908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:34.904940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:34.904966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:34.905022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:34.960274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:34.960879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:34.960958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:34.960989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:35.078997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:35.079124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:35.079162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:35.079197] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:35.082456] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-17T20:30:35.082738] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-17T20:30:35.082863] [INFO ] [sig       ] RHP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:35.219160] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RHP.txt
[2025-12-17T20:30:35.219282] [INFO ] [sig       ] [2728/3576] Completed RHP in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:35.219318] [INFO ] [sig       ] [2729/3576] Forecasting RICK...
[2025-12-17T20:30:35.219345] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-17T20:30:35.219373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-17T20:30:35.230781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-17T20:30:35.231052] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-17T20:30:35.231816] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-17T20:30:35.231867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:35.231898] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:35.231924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:35.231978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:35.288012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:35.288848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:35.288944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:35.288977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:35.409098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:35.409226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:35.409265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:35.409310] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:35.412562] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-17T20:30:35.412854] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-17T20:30:35.412977] [INFO ] [sig       ] RICK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:35.549895] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RICK.txt
[2025-12-17T20:30:35.550041] [INFO ] [sig       ] [2729/3576] Completed RICK in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:35.550080] [INFO ] [sig       ] [2730/3576] Forecasting RIG...
[2025-12-17T20:30:35.550109] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-17T20:30:35.550140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-17T20:30:35.561633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-17T20:30:35.561898] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-17T20:30:35.562659] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-17T20:30:35.562710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:35.562742] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:35.562768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:35.562824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:35.618297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:35.618946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:35.619029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:35.619062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:35.737867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:35.738002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:35.738038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:35.738066] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:35.741311] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-17T20:30:35.741596] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-17T20:30:35.741717] [INFO ] [sig       ] RIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:35.879864] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RIG.txt
[2025-12-17T20:30:35.880016] [INFO ] [sig       ] [2730/3576] Completed RIG in 0.3s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:35.880055] [INFO ] [sig       ] [2731/3576] Forecasting RIGL...
[2025-12-17T20:30:35.880083] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-17T20:30:35.880114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-17T20:30:35.893229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-17T20:30:35.893616] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-17T20:30:35.894355] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-17T20:30:35.894405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:35.894435] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:35.894461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:35.894520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:35.949163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:35.950117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:35.950220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:35.950252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:36.076466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:36.076659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:36.076701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:36.076729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:36.080436] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-17T20:30:36.080842] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-17T20:30:36.081009] [INFO ] [sig       ] RIGL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:36.270895] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RIGL.txt
[2025-12-17T20:30:36.271120] [INFO ] [sig       ] [2731/3576] Completed RIGL in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:36.271183] [INFO ] [sig       ] [2732/3576] Forecasting RILY...
[2025-12-17T20:30:36.271228] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-17T20:30:36.271274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-17T20:30:36.286784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-17T20:30:36.287307] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-17T20:30:36.288299] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-17T20:30:36.288357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:36.288399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:36.288431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:36.288512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:36.364222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:36.365471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:36.365656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:36.365718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:36.515995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:36.516233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:36.516302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:36.516354] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:36.521957] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-17T20:30:36.522480] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-17T20:30:36.522718] [INFO ] [sig       ] RILY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:36.732826] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RILY.txt
[2025-12-17T20:30:36.733036] [INFO ] [sig       ] [2732/3576] Completed RILY in 0.5s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:36.733083] [INFO ] [sig       ] [2733/3576] Forecasting RILYN...
[2025-12-17T20:30:36.733117] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-17T20:30:36.733151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-17T20:30:36.756280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-17T20:30:36.757540] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-17T20:30:36.759221] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-17T20:30:36.759320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:36.759430] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:36.759472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:36.759556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:36.845447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:36.846775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:36.846921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:36.846974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:37.009701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:37.009879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:37.009943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:37.009977] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:37.014066] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-17T20:30:37.014530] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-17T20:30:37.014764] [INFO ] [sig       ] RILYN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:37.201488] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RILYN.txt
[2025-12-17T20:30:37.201758] [INFO ] [sig       ] [2733/3576] Completed RILYN in 0.5s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:37.201812] [INFO ] [sig       ] [2734/3576] Forecasting RILYZ...
[2025-12-17T20:30:37.201848] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-17T20:30:37.201888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-17T20:30:37.216293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-17T20:30:37.216747] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-17T20:30:37.217562] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-17T20:30:37.217638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:37.217671] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:37.217698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:37.217755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:37.289392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:37.290333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:37.290429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:37.290475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:37.419114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:37.419276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:37.419319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:37.419348] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:37.422885] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-17T20:30:37.423164] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-17T20:30:37.423298] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:37.562729] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RILYZ.txt
[2025-12-17T20:30:37.562877] [INFO ] [sig       ] [2734/3576] Completed RILYZ in 0.4s | 2.93 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-17T20:30:37.562916] [INFO ] [sig       ] [2735/3576] Forecasting RIME...
[2025-12-17T20:30:37.562945] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-17T20:30:37.562976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-17T20:30:37.574737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-17T20:30:37.575259] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-17T20:30:37.576028] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-17T20:30:37.576079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:37.576112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:37.576139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:37.576194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:37.632811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:37.633410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:37.633485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:37.633517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:37.752105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:37.752429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:37.752467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:37.752493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:37.755784] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-12-17T20:30:37.756049] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-17T20:30:37.756169] [INFO ] [sig       ] RIME: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:37.905945] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RIME.txt
[2025-12-17T20:30:37.906145] [INFO ] [sig       ] [2735/3576] Completed RIME in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:37.906202] [INFO ] [sig       ] [2736/3576] Forecasting RING...
[2025-12-17T20:30:37.906243] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-17T20:30:37.906282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-17T20:30:37.920918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-17T20:30:37.921291] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-17T20:30:37.922303] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-17T20:30:37.922369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:37.922409] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:37.922448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:37.922529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:37.992823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:37.993726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:37.993812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:37.993846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:38.117421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:38.117592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:38.117634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:38.117693] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:38.121190] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-17T20:30:38.121458] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-17T20:30:38.121593] [INFO ] [sig       ] RING: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:38.264180] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RING.txt
[2025-12-17T20:30:38.264312] [INFO ] [sig       ] [2736/3576] Completed RING in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:38.264349] [INFO ] [sig       ] [2737/3576] Forecasting RIO...
[2025-12-17T20:30:38.264386] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-17T20:30:38.264418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-17T20:30:38.277759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-17T20:30:38.278053] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-17T20:30:38.278895] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-17T20:30:38.278959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:38.278999] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:38.279035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:38.279114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:38.346982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:38.347879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:38.347963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:38.347997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:38.486316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:38.486466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:38.486505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:38.486535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:38.489943] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=70.16%)
[2025-12-17T20:30:38.490210] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-17T20:30:38.490330] [INFO ] [sig       ] RIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:38.628145] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RIO.txt
[2025-12-17T20:30:38.628269] [INFO ] [sig       ] [2737/3576] Completed RIO in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:38.628307] [INFO ] [sig       ] [2738/3576] Forecasting RITM...
[2025-12-17T20:30:38.628336] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-17T20:30:38.628366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-17T20:30:38.640316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-17T20:30:38.640654] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-17T20:30:38.641408] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-17T20:30:38.641459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:38.641491] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:38.641522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:38.641617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:38.696474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:38.697091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:38.697168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:38.697200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:38.812619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:38.812735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:38.812772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:38.812800] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:38.815983] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-17T20:30:38.816247] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-17T20:30:38.816371] [INFO ] [sig       ] RITM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:38.955829] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RITM.txt
[2025-12-17T20:30:38.955981] [INFO ] [sig       ] [2738/3576] Completed RITM in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:38.956020] [INFO ] [sig       ] [2739/3576] Forecasting RIVN...
[2025-12-17T20:30:38.956051] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-17T20:30:38.956084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-17T20:30:38.968247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-17T20:30:38.968662] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-17T20:30:38.969455] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-17T20:30:38.969507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:38.969538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:38.969564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:38.969641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:39.025766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:39.026611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:39.026694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:39.026727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:39.145555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:39.145729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:39.145768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:39.145795] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:39.149139] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=66.79%)
[2025-12-17T20:30:39.149433] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-17T20:30:39.149564] [INFO ] [sig       ] RIVN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:39.291396] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RIVN.txt
[2025-12-17T20:30:39.291554] [INFO ] [sig       ] [2739/3576] Completed RIVN in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:39.291618] [INFO ] [sig       ] [2740/3576] Forecasting RKLB...
[2025-12-17T20:30:39.291648] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-17T20:30:39.291679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-17T20:30:39.303314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-17T20:30:39.303727] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-17T20:30:39.304497] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-17T20:30:39.304548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:39.304599] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:39.304628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:39.304683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:39.371713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:39.372563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:39.372666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:39.372699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:39.495123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:39.495283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:39.495325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:39.495374] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:39.498888] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-17T20:30:39.499207] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-17T20:30:39.499347] [INFO ] [sig       ] RKLB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:39.642487] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RKLB.txt
[2025-12-17T20:30:39.642669] [INFO ] [sig       ] [2740/3576] Completed RKLB in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-17T20:30:39.642712] [INFO ] [sig       ] [2741/3576] Forecasting RL...
[2025-12-17T20:30:39.642743] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-17T20:30:39.642773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-17T20:30:39.654152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-17T20:30:39.654542] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-17T20:30:39.655334] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-17T20:30:39.655387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:39.655420] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:39.655447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:39.655503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:39.711598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:39.712475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:39.712568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:39.712624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:39.835560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:39.835732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:39.835773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:39.835802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:39.839227] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=62.72%)
[2025-12-17T20:30:39.839523] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-17T20:30:39.839674] [INFO ] [sig       ] RL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:39.981159] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RL.txt
[2025-12-17T20:30:39.981315] [INFO ] [sig       ] [2741/3576] Completed RL in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:39.981356] [INFO ] [sig       ] [2742/3576] Forecasting RLAY...
[2025-12-17T20:30:39.981385] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-17T20:30:39.981415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-17T20:30:39.992946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-17T20:30:39.993336] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-17T20:30:39.994145] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-17T20:30:39.994201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:39.994233] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:39.994259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:39.994315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:40.052671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:40.053556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:40.053684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:40.053747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:40.189285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:40.189437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:40.189481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:40.189510] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:40.192951] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-17T20:30:40.193266] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-17T20:30:40.193401] [INFO ] [sig       ] RLAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:40.348701] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RLAY.txt
[2025-12-17T20:30:40.348868] [INFO ] [sig       ] [2742/3576] Completed RLAY in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:40.348911] [INFO ] [sig       ] [2743/3576] Forecasting RLI...
[2025-12-17T20:30:40.348943] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-17T20:30:40.348973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-17T20:30:40.360023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-17T20:30:40.360381] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-17T20:30:40.361147] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-17T20:30:40.361197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:40.361228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:40.361255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:40.361311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:40.417727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:40.418668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:40.418812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:40.418874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:40.541981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:40.542137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:40.542179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:40.542208] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:40.545564] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=50.51%)
[2025-12-17T20:30:40.545853] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-17T20:30:40.545983] [INFO ] [sig       ] RLI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:40.689974] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RLI.txt
[2025-12-17T20:30:40.690130] [INFO ] [sig       ] [2743/3576] Completed RLI in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:40.690185] [INFO ] [sig       ] [2744/3576] Forecasting RLJ...
[2025-12-17T20:30:40.690219] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-17T20:30:40.690252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-17T20:30:40.702433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-17T20:30:40.702763] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-17T20:30:40.703564] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-17T20:30:40.703640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:40.703673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:40.703702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:40.703770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:40.761983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:40.762679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:40.762768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:40.762801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:40.881205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:40.881355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:40.881394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:40.881423] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:40.884717] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-17T20:30:40.884983] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-17T20:30:40.885115] [INFO ] [sig       ] RLJ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:41.023255] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RLJ.txt
[2025-12-17T20:30:41.023375] [INFO ] [sig       ] [2744/3576] Completed RLJ in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:41.023413] [INFO ] [sig       ] [2745/3576] Forecasting RLMD...
[2025-12-17T20:30:41.023441] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-17T20:30:41.023471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-17T20:30:41.035447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-17T20:30:41.035751] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-17T20:30:41.036486] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-17T20:30:41.036537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:41.036584] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:41.036614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:41.036669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:41.092191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:41.092806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:41.092884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:41.092915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:41.210708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:41.210854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:41.210895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:41.210925] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:41.214321] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-17T20:30:41.214619] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-17T20:30:41.214748] [INFO ] [sig       ] RLMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:41.357625] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RLMD.txt
[2025-12-17T20:30:41.357746] [INFO ] [sig       ] [2745/3576] Completed RLMD in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:41.357783] [INFO ] [sig       ] [2746/3576] Forecasting RLTY...
[2025-12-17T20:30:41.357812] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-17T20:30:41.357842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-17T20:30:41.369343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-17T20:30:41.369649] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-17T20:30:41.370392] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-17T20:30:41.370455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:41.370488] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:41.370514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:41.370594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:41.426089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:41.426858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:41.426938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:41.426969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:41.540447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:41.540620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:41.540668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:41.540704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:41.543984] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-17T20:30:41.544252] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-17T20:30:41.544372] [INFO ] [sig       ] RLTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:41.685467] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RLTY.txt
[2025-12-17T20:30:41.685646] [INFO ] [sig       ] [2746/3576] Completed RLTY in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:41.685689] [INFO ] [sig       ] [2747/3576] Forecasting RLX...
[2025-12-17T20:30:41.685718] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-17T20:30:41.685748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-17T20:30:41.697842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-17T20:30:41.698188] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-17T20:30:41.699157] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-17T20:30:41.699208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:41.699239] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:41.699264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:41.699319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:41.755715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:41.756507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:41.756609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:41.756644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:41.879102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:41.879254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:41.879293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:41.879322] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:41.882687] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-17T20:30:41.882962] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-17T20:30:41.883089] [INFO ] [sig       ] RLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:42.026994] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RLX.txt
[2025-12-17T20:30:42.027130] [INFO ] [sig       ] [2747/3576] Completed RLX in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:42.027171] [INFO ] [sig       ] [2748/3576] Forecasting RM...
[2025-12-17T20:30:42.027201] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-17T20:30:42.027231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-17T20:30:42.038687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-17T20:30:42.039031] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-17T20:30:42.039811] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-17T20:30:42.039862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:42.039893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:42.039919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:42.039973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:42.095825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:42.096570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:42.096668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:42.096700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:42.217138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:42.217307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:42.217356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:42.217396] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:42.220815] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-17T20:30:42.221088] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-17T20:30:42.221215] [INFO ] [sig       ] RM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:42.360719] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RM.txt
[2025-12-17T20:30:42.360909] [INFO ] [sig       ] [2748/3576] Completed RM in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:42.360959] [INFO ] [sig       ] [2749/3576] Forecasting RMAX...
[2025-12-17T20:30:42.360991] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-17T20:30:42.361029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-17T20:30:42.373088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-17T20:30:42.373457] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-17T20:30:42.374252] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-17T20:30:42.374304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:42.374338] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:42.374365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:42.374422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:42.433896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:42.434854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:42.434954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:42.434995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:42.569749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:42.569910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:42.569952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:42.569985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:42.574138] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=67.01%)
[2025-12-17T20:30:42.574471] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-17T20:30:42.574635] [INFO ] [sig       ] RMAX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:42.717902] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RMAX.txt
[2025-12-17T20:30:42.718038] [INFO ] [sig       ] [2749/3576] Completed RMAX in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:42.718076] [INFO ] [sig       ] [2750/3576] Forecasting RMBI...
[2025-12-17T20:30:42.718105] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-17T20:30:42.718136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-17T20:30:42.730094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-17T20:30:42.730412] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-17T20:30:42.731348] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-17T20:30:42.731401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:42.731460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:42.731489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:42.731547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:42.788315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:42.789183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:42.789265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:42.789298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:42.900669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:42.900822] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:30:42.900863] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:42.900894] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:42.904263] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-17T20:30:42.904555] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-17T20:30:42.904720] [INFO ] [sig       ] RMBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:43.099095] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RMBI.txt
[2025-12-17T20:30:43.099243] [INFO ] [sig       ] [2750/3576] Completed RMBI in 0.4s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:43.099284] [INFO ] [sig       ] [2751/3576] Forecasting RMBS...
[2025-12-17T20:30:43.099314] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-17T20:30:43.099347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-17T20:30:43.110840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-17T20:30:43.111144] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-17T20:30:43.111952] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-17T20:30:43.112005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:43.112037] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:43.112063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:43.112119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:43.173866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:43.174724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:43.174805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:43.174840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:43.288686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:43.288832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:43.288896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:43.288927] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:43.292281] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-17T20:30:43.292569] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-17T20:30:43.292718] [INFO ] [sig       ] RMBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:43.438109] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RMBS.txt
[2025-12-17T20:30:43.438245] [INFO ] [sig       ] [2751/3576] Completed RMBS in 0.3s | 2.93 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-17T20:30:43.438284] [INFO ] [sig       ] [2752/3576] Forecasting RMD...
[2025-12-17T20:30:43.438312] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-17T20:30:43.438342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-17T20:30:43.449886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-17T20:30:43.450181] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-17T20:30:43.450996] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-17T20:30:43.451049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:43.451083] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:43.451110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:43.451168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:43.507506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:43.508164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:43.508242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:43.508274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:43.632702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:43.632853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:43.632892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:43.632920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:43.636232] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-17T20:30:43.636505] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-17T20:30:43.636647] [INFO ] [sig       ] RMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:43.777492] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RMD.txt
[2025-12-17T20:30:43.777644] [INFO ] [sig       ] [2752/3576] Completed RMD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:43.777685] [INFO ] [sig       ] [2753/3576] Forecasting RMI...
[2025-12-17T20:30:43.777715] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-17T20:30:43.777745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-17T20:30:43.788964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-17T20:30:43.789279] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-17T20:30:43.790121] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-17T20:30:43.790174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:43.790205] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:43.790232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:43.790287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:43.846026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:43.846810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:43.846890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:43.846923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:43.956348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:43.956499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:43.956556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:43.956633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:43.959975] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-17T20:30:43.960243] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-17T20:30:43.960368] [INFO ] [sig       ] RMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:44.107758] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RMI.txt
[2025-12-17T20:30:44.107899] [INFO ] [sig       ] [2753/3576] Completed RMI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:44.107938] [INFO ] [sig       ] [2754/3576] Forecasting RMM...
[2025-12-17T20:30:44.107967] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-17T20:30:44.107998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-17T20:30:44.119816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-17T20:30:44.120183] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-17T20:30:44.121220] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-17T20:30:44.121281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:44.121317] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:44.121343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:44.121399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:44.177085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:44.177893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:44.177974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:44.178006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:44.300034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:44.300186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:44.300226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:44.300254] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:44.303613] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-17T20:30:44.303883] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-17T20:30:44.304011] [INFO ] [sig       ] RMM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:44.442070] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RMM.txt
[2025-12-17T20:30:44.442198] [INFO ] [sig       ] [2754/3576] Completed RMM in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:44.442237] [INFO ] [sig       ] [2755/3576] Forecasting RMMZ...
[2025-12-17T20:30:44.442266] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-17T20:30:44.442296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-17T20:30:44.453438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-17T20:30:44.453789] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-17T20:30:44.454604] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-17T20:30:44.454658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:44.454692] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:44.454719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:44.454780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:44.510641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:44.511505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:44.511608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:44.511643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:44.622031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:44.622183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:44.622224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:44.622254] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:44.625794] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-12-17T20:30:44.626067] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-17T20:30:44.626196] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:44.769551] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RMMZ.txt
[2025-12-17T20:30:44.769746] [INFO ] [sig       ] [2755/3576] Completed RMMZ in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:44.769798] [INFO ] [sig       ] [2756/3576] Forecasting RMNI...
[2025-12-17T20:30:44.769835] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-17T20:30:44.769869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-17T20:30:44.781214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-17T20:30:44.781508] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-17T20:30:44.782317] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-17T20:30:44.782369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:44.782402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:44.782431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:44.782488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:44.839899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:44.840601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:44.840685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:44.840718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:44.962515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:44.962672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:44.962713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:44.962741] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:44.966459] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-17T20:30:44.966744] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-17T20:30:44.966869] [INFO ] [sig       ] RMNI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:45.107776] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RMNI.txt
[2025-12-17T20:30:45.107906] [INFO ] [sig       ] [2756/3576] Completed RMNI in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:45.107944] [INFO ] [sig       ] [2757/3576] Forecasting RNA...
[2025-12-17T20:30:45.107973] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-17T20:30:45.108003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-17T20:30:45.119459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-17T20:30:45.119808] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-17T20:30:45.120554] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-17T20:30:45.120624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:45.120671] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:45.120705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:45.120773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:45.176020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:45.176650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:45.176726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:45.176760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:45.301907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:45.302087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:45.302128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:45.302157] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:45.305855] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=53.90%)
[2025-12-17T20:30:45.306137] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-17T20:30:45.306264] [INFO ] [sig       ] RNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:45.445918] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RNA.txt
[2025-12-17T20:30:45.446076] [INFO ] [sig       ] [2757/3576] Completed RNA in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:45.446118] [INFO ] [sig       ] [2758/3576] Forecasting RNAC...
[2025-12-17T20:30:45.446147] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-17T20:30:45.446176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-17T20:30:45.458094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-17T20:30:45.458478] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-17T20:30:45.459328] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-17T20:30:45.459382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:45.459412] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:45.459438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:45.459492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:45.517554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:45.518483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:45.518568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:45.518622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:45.637220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:45.637381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:45.637419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:45.637449] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:45.640876] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-17T20:30:45.641147] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-17T20:30:45.641268] [INFO ] [sig       ] RNAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:45.782076] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RNAC.txt
[2025-12-17T20:30:45.782228] [INFO ] [sig       ] [2758/3576] Completed RNAC in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-17T20:30:45.782268] [INFO ] [sig       ] [2759/3576] Forecasting RNAZ...
[2025-12-17T20:30:45.782297] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-17T20:30:45.782327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-17T20:30:45.793782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-17T20:30:45.794174] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-17T20:30:45.794978] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-17T20:30:45.795030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:45.795060] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:45.795086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:45.795141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:45.850350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:45.851276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:45.851367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:45.851399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:45.967493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:45.967665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:45.967707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:45.967734] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:45.971126] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-17T20:30:45.971404] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-17T20:30:45.971535] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:46.109040] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RNAZ.txt
[2025-12-17T20:30:46.109165] [INFO ] [sig       ] [2759/3576] Completed RNAZ in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:46.109203] [INFO ] [sig       ] [2760/3576] Forecasting RNG...
[2025-12-17T20:30:46.109232] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-17T20:30:46.109261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-17T20:30:46.120493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-17T20:30:46.120797] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-17T20:30:46.121536] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-17T20:30:46.121603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:46.121636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:46.121662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:46.121717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:46.176379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:46.177059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:46.177163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:46.177195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:46.294114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:46.294268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:46.294307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:46.294336] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:46.297623] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-17T20:30:46.297890] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-17T20:30:46.298011] [INFO ] [sig       ] RNG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:46.436267] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RNG.txt
[2025-12-17T20:30:46.436407] [INFO ] [sig       ] [2760/3576] Completed RNG in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:46.436452] [INFO ] [sig       ] [2761/3576] Forecasting RNP...
[2025-12-17T20:30:46.436482] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-17T20:30:46.436512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-17T20:30:46.447968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-17T20:30:46.448248] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-17T20:30:46.449129] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-17T20:30:46.449179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:46.449210] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:46.449236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:46.449298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:46.504888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:46.505611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:46.505697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:46.505730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:46.622111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:46.622269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:46.622309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:46.622337] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:46.625676] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-17T20:30:46.625941] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-17T20:30:46.626062] [INFO ] [sig       ] RNP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:46.762766] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RNP.txt
[2025-12-17T20:30:46.762885] [INFO ] [sig       ] [2761/3576] Completed RNP in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:46.762922] [INFO ] [sig       ] [2762/3576] Forecasting ROAD...
[2025-12-17T20:30:46.762951] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-17T20:30:46.762981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-17T20:30:46.774102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-17T20:30:46.774373] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-17T20:30:46.775133] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-17T20:30:46.775184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:46.775214] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:46.775241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:46.775296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:46.830044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:46.830834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:46.830920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:46.830952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:46.952023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:46.952175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:46.952213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:46.952241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:46.955605] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2025-12-17T20:30:46.955874] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-17T20:30:46.956037] [INFO ] [sig       ] ROAD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:47.093710] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ROAD.txt
[2025-12-17T20:30:47.093845] [INFO ] [sig       ] [2762/3576] Completed ROAD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:47.093883] [INFO ] [sig       ] [2763/3576] Forecasting ROCK...
[2025-12-17T20:30:47.093912] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-17T20:30:47.093942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-17T20:30:47.105214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-17T20:30:47.105510] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-17T20:30:47.106268] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-17T20:30:47.106319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:47.106351] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:47.106377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:47.106432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:47.162286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:47.163032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:47.163112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:47.163143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:47.277893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:47.278046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:47.278085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:47.278114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:47.281513] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-17T20:30:47.281794] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-17T20:30:47.281918] [INFO ] [sig       ] ROCK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:47.421860] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ROCK.txt
[2025-12-17T20:30:47.422018] [INFO ] [sig       ] [2763/3576] Completed ROCK in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:47.422057] [INFO ] [sig       ] [2764/3576] Forecasting ROE...
[2025-12-17T20:30:47.422088] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-17T20:30:47.422118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-17T20:30:47.432983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-17T20:30:47.433279] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-17T20:30:47.434047] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-17T20:30:47.434103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:47.434134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:47.434161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:47.434216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:47.490284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:47.491070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:47.491149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:47.491181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:47.604642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:47.604802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:47.604850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:47.604900] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:47.608176] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-17T20:30:47.608440] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-17T20:30:47.608562] [INFO ] [sig       ] ROE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:47.747375] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ROE.txt
[2025-12-17T20:30:47.747509] [INFO ] [sig       ] [2764/3576] Completed ROE in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:47.747547] [INFO ] [sig       ] [2765/3576] Forecasting ROP...
[2025-12-17T20:30:47.747595] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-17T20:30:47.747629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-17T20:30:47.758747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-17T20:30:47.759091] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-17T20:30:47.759955] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-17T20:30:47.760005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:47.760036] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:47.760062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:47.760116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:47.816162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:47.816909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:47.816986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:47.817018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:47.935677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:47.935833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:47.935871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:47.935899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:47.939218] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-17T20:30:47.939483] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-17T20:30:47.939622] [INFO ] [sig       ] ROP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:48.076082] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ROP.txt
[2025-12-17T20:30:48.076233] [INFO ] [sig       ] [2765/3576] Completed ROP in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:48.076272] [INFO ] [sig       ] [2766/3576] Forecasting RPAY...
[2025-12-17T20:30:48.076300] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-17T20:30:48.076330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-17T20:30:48.087703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-17T20:30:48.088090] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-17T20:30:48.088925] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-17T20:30:48.088983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:48.089018] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:48.089044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:48.089098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:48.143509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:48.144424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:48.144526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:48.144558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:48.266081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:48.266234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:48.266275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:48.266304] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:48.269706] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-17T20:30:48.269971] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-17T20:30:48.270094] [INFO ] [sig       ] RPAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:48.409446] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RPAY.txt
[2025-12-17T20:30:48.409551] [INFO ] [sig       ] [2766/3576] Completed RPAY in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:48.409605] [INFO ] [sig       ] [2767/3576] Forecasting RPD...
[2025-12-17T20:30:48.409635] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-17T20:30:48.409666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-17T20:30:48.420652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-17T20:30:48.420928] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-17T20:30:48.421689] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-17T20:30:48.421740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:48.421799] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:48.421833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:48.421901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:48.478833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:48.479428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:48.479505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:48.479536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:48.598617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:48.598710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:48.598745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:48.598776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:48.601881] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-17T20:30:48.602143] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-17T20:30:48.602263] [INFO ] [sig       ] RPD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:48.741543] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RPD.txt
[2025-12-17T20:30:48.741660] [INFO ] [sig       ] [2767/3576] Completed RPD in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:48.741698] [INFO ] [sig       ] [2768/3576] Forecasting RPID...
[2025-12-17T20:30:48.741727] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-17T20:30:48.741757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-17T20:30:48.752807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-17T20:30:48.753060] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-17T20:30:48.753816] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-17T20:30:48.753866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:48.753896] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:48.753943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:48.753999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:48.810335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:48.810961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:48.811037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:48.811068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:48.931736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:48.931842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:48.931886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:48.931920] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:48.935154] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-17T20:30:48.935408] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-17T20:30:48.935527] [INFO ] [sig       ] RPID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:49.074714] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RPID.txt
[2025-12-17T20:30:49.074832] [INFO ] [sig       ] [2768/3576] Completed RPID in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:49.074876] [INFO ] [sig       ] [2769/3576] Forecasting RPRX...
[2025-12-17T20:30:49.074912] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-17T20:30:49.074949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-17T20:30:49.086731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-17T20:30:49.086989] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-17T20:30:49.087738] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-17T20:30:49.087790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:49.087828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:49.087860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:49.087926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:49.144319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:49.144957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:49.145034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:49.145065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:49.265018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:49.265123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:49.265159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:49.265186] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:49.268279] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-17T20:30:49.268533] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-17T20:30:49.268670] [INFO ] [sig       ] RPRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:49.406217] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RPRX.txt
[2025-12-17T20:30:49.406317] [INFO ] [sig       ] [2769/3576] Completed RPRX in 0.3s | 2.93 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-17T20:30:49.406355] [INFO ] [sig       ] [2770/3576] Forecasting RPTX...
[2025-12-17T20:30:49.406390] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-17T20:30:49.406421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-17T20:30:49.417301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-17T20:30:49.417555] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-17T20:30:49.418307] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-17T20:30:49.418358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:49.418388] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:49.418415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:49.418470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:49.472806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:49.473383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:49.473457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:49.473487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:49.587922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:49.588013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:49.588047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:49.588099] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:49.591201] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=29.00%)
[2025-12-17T20:30:49.591454] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-17T20:30:49.591592] [INFO ] [sig       ] RPTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:49.728434] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RPTX.txt
[2025-12-17T20:30:49.728536] [INFO ] [sig       ] [2770/3576] Completed RPTX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:49.728589] [INFO ] [sig       ] [2771/3576] Forecasting RQI...
[2025-12-17T20:30:49.728622] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-17T20:30:49.728652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-17T20:30:49.739746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-17T20:30:49.740008] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-17T20:30:49.740763] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-17T20:30:49.740816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:49.740850] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:49.740876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:49.740931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:49.796272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:49.796887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:49.796973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:49.797005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:49.914487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:49.914614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:49.914651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:49.914678] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:49.917762] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-17T20:30:49.918018] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-17T20:30:49.918140] [INFO ] [sig       ] RQI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:50.054984] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RQI.txt
[2025-12-17T20:30:50.055084] [INFO ] [sig       ] [2771/3576] Completed RQI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:50.055121] [INFO ] [sig       ] [2772/3576] Forecasting RRBI...
[2025-12-17T20:30:50.055149] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-17T20:30:50.055185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-17T20:30:50.065515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-17T20:30:50.065783] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-17T20:30:50.066507] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-17T20:30:50.066557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:50.066607] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:50.066635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:50.066690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:50.122030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:50.122599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:50.122674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:50.122706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:50.227589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:50.227696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:50.227732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:50.227760] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:50.230870] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-12-17T20:30:50.231289] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-17T20:30:50.231408] [INFO ] [sig       ] RRBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:50.368980] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RRBI.txt
[2025-12-17T20:30:50.369085] [INFO ] [sig       ] [2772/3576] Completed RRBI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:50.369121] [INFO ] [sig       ] [2773/3576] Forecasting RRC...
[2025-12-17T20:30:50.369149] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-17T20:30:50.369180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-17T20:30:50.380136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-17T20:30:50.380390] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-17T20:30:50.381143] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-17T20:30:50.381193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:50.381224] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:50.381250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:50.381304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:50.437197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:50.437777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:50.437851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:50.437882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:50.560747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:50.560939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:50.560988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:50.561022] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:50.564605] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-17T20:30:50.564923] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-17T20:30:50.565068] [INFO ] [sig       ] RRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:50.707638] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RRC.txt
[2025-12-17T20:30:50.707833] [INFO ] [sig       ] [2773/3576] Completed RRC in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:50.707885] [INFO ] [sig       ] [2774/3576] Forecasting RRGB...
[2025-12-17T20:30:50.707919] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-17T20:30:50.707956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-17T20:30:50.719914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-17T20:30:50.720284] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-17T20:30:50.721126] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-17T20:30:50.721178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:50.721209] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:50.721235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:50.721291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:50.779286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:50.780185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:50.780277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:50.780310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:50.908129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:50.908308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:50.908350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:50.908377] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:50.912159] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-17T20:30:50.912456] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-17T20:30:50.912620] [INFO ] [sig       ] RRGB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:51.054979] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RRGB.txt
[2025-12-17T20:30:51.055117] [INFO ] [sig       ] [2774/3576] Completed RRGB in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:51.055157] [INFO ] [sig       ] [2775/3576] Forecasting RRX...
[2025-12-17T20:30:51.055185] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-17T20:30:51.055213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-17T20:30:51.067012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-17T20:30:51.067307] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-17T20:30:51.068106] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-17T20:30:51.068158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:51.068188] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:51.068215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:51.068270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:51.124894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:51.125822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:51.125908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:51.125940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:51.246183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:51.246348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:51.246390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:51.246418] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:51.250210] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-17T20:30:51.250492] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-17T20:30:51.250654] [INFO ] [sig       ] RRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:51.389320] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RRX.txt
[2025-12-17T20:30:51.389445] [INFO ] [sig       ] [2775/3576] Completed RRX in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-17T20:30:51.389483] [INFO ] [sig       ] [2776/3576] Forecasting RS...
[2025-12-17T20:30:51.389513] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-17T20:30:51.389544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-17T20:30:51.400729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-17T20:30:51.401034] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-17T20:30:51.401804] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-17T20:30:51.401863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:51.401901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:51.401933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:51.402000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:51.457059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:51.457692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:51.457768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:51.457799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:51.579483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:51.579653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:51.579693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:51.579720] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:51.583410] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-17T20:30:51.583690] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-17T20:30:51.583810] [INFO ] [sig       ] RS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:51.722565] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RS.txt
[2025-12-17T20:30:51.722713] [INFO ] [sig       ] [2776/3576] Completed RS in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:51.722750] [INFO ] [sig       ] [2777/3576] Forecasting RSG...
[2025-12-17T20:30:51.722779] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-17T20:30:51.722809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-17T20:30:51.734964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-17T20:30:51.735473] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-17T20:30:51.736240] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-17T20:30:51.736289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:51.736320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:51.736347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:51.736402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:51.792658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:51.793329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:51.793407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:51.793468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:51.918062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:51.918220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:51.918260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:51.918288] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:51.921684] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-17T20:30:51.921952] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-17T20:30:51.922076] [INFO ] [sig       ] RSG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:52.059734] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RSG.txt
[2025-12-17T20:30:52.059865] [INFO ] [sig       ] [2777/3576] Completed RSG in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:52.059903] [INFO ] [sig       ] [2778/3576] Forecasting RSI...
[2025-12-17T20:30:52.059932] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-17T20:30:52.059963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-17T20:30:52.071451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-17T20:30:52.071791] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-17T20:30:52.072603] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-17T20:30:52.072655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:52.072688] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:52.072715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:52.072771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:52.128332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:52.129326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:52.129417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:52.129450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:52.249896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:52.250053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:52.250093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:52.250122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:52.253507] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-17T20:30:52.253813] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-17T20:30:52.253945] [INFO ] [sig       ] RSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:52.390916] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RSI.txt
[2025-12-17T20:30:52.391051] [INFO ] [sig       ] [2778/3576] Completed RSI in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:52.391089] [INFO ] [sig       ] [2779/3576] Forecasting RSKD...
[2025-12-17T20:30:52.391118] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-17T20:30:52.391149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-17T20:30:52.401444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-17T20:30:52.401746] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-17T20:30:52.402486] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-17T20:30:52.402536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:52.402567] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:52.402612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:52.402669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:52.459271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:52.459963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:52.460051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:52.460083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:52.572947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:52.573088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:52.573126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:52.573153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:52.576434] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-17T20:30:52.576727] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-17T20:30:52.576859] [INFO ] [sig       ] RSKD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:52.713952] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RSKD.txt
[2025-12-17T20:30:52.714080] [INFO ] [sig       ] [2779/3576] Completed RSKD in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:52.714118] [INFO ] [sig       ] [2780/3576] Forecasting RSSS...
[2025-12-17T20:30:52.714145] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-17T20:30:52.714175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-17T20:30:52.725011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-17T20:30:52.725290] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-17T20:30:52.726047] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-17T20:30:52.726097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:52.726127] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:52.726154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:52.726209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:52.781356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:52.782013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:52.782089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:52.782120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:52.901975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:52.902124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:52.902162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:52.902191] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:52.905513] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2025-12-17T20:30:52.905794] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-17T20:30:52.905916] [INFO ] [sig       ] RSSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:53.045010] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RSSS.txt
[2025-12-17T20:30:53.045169] [INFO ] [sig       ] [2780/3576] Completed RSSS in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:53.045208] [INFO ] [sig       ] [2781/3576] Forecasting RTO...
[2025-12-17T20:30:53.045238] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-17T20:30:53.045269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-17T20:30:53.055935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-17T20:30:53.056234] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-17T20:30:53.056993] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-17T20:30:53.057054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:53.057086] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:53.057113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:53.057168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:53.111906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:53.112525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:53.112622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:53.112656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:53.231547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:53.231723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:53.231763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:53.231792] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:53.235065] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-12-17T20:30:53.235334] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-17T20:30:53.235456] [INFO ] [sig       ] RTO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:53.372902] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RTO.txt
[2025-12-17T20:30:53.373031] [INFO ] [sig       ] [2781/3576] Completed RTO in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:53.373067] [INFO ] [sig       ] [2782/3576] Forecasting RUM...
[2025-12-17T20:30:53.373097] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-17T20:30:53.373127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-17T20:30:53.384080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-17T20:30:53.384381] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-17T20:30:53.385146] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-17T20:30:53.385197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:53.385228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:53.385254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:53.385310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:53.440737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:53.441385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:53.441461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:53.441498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:53.560253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:53.560403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:53.560444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:53.560470] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:53.563795] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-17T20:30:53.564058] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-17T20:30:53.564181] [INFO ] [sig       ] RUM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:53.709246] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RUM.txt
[2025-12-17T20:30:53.709395] [INFO ] [sig       ] [2782/3576] Completed RUM in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:53.709435] [INFO ] [sig       ] [2783/3576] Forecasting RUN...
[2025-12-17T20:30:53.709469] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-17T20:30:53.709516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-17T20:30:53.722309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-17T20:30:53.722668] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-17T20:30:53.723521] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-17T20:30:53.723602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:53.723639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:53.723667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:53.723724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:53.785530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:53.786191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:53.786271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:53.786304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:53.917901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:53.918078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:53.918136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:53.918184] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:53.921925] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-17T20:30:53.922211] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-17T20:30:53.922369] [INFO ] [sig       ] RUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:54.066798] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RUN.txt
[2025-12-17T20:30:54.066946] [INFO ] [sig       ] [2783/3576] Completed RUN in 0.4s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:54.066995] [INFO ] [sig       ] [2784/3576] Forecasting RUNN...
[2025-12-17T20:30:54.067030] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-17T20:30:54.067068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-17T20:30:54.079282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-17T20:30:54.079709] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-17T20:30:54.080762] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-17T20:30:54.080817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:54.080884] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:54.080920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:54.080991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:54.138251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:54.139191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:54.139275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:54.139307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:54.257834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:54.257996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:54.258045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:54.258079] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:54.261459] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-17T20:30:54.261749] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-17T20:30:54.261878] [INFO ] [sig       ] RUNN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:54.399592] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RUNN.txt
[2025-12-17T20:30:54.399729] [INFO ] [sig       ] [2784/3576] Completed RUNN in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:54.399775] [INFO ] [sig       ] [2785/3576] Forecasting RUSHA...
[2025-12-17T20:30:54.399805] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-17T20:30:54.399835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-17T20:30:54.411622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-17T20:30:54.411962] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-17T20:30:54.412754] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-17T20:30:54.412806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:54.412837] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:54.412863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:54.412918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:54.468477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:54.469272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:54.469351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:54.469384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:54.591090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:54.591253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:54.591308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:54.591350] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:54.594867] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-17T20:30:54.595144] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-17T20:30:54.595270] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:54.740559] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RUSHA.txt
[2025-12-17T20:30:54.740726] [INFO ] [sig       ] [2785/3576] Completed RUSHA in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:54.740785] [INFO ] [sig       ] [2786/3576] Forecasting RUSHB...
[2025-12-17T20:30:54.740828] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-17T20:30:54.740861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-17T20:30:54.752812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-17T20:30:54.753182] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-17T20:30:54.754051] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-17T20:30:54.754105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:54.754138] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:54.754166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:54.754224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:54.816389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:54.817190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:54.817273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:54.817307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:54.929510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:54.929691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:54.929742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:54.929772] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:54.933280] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-17T20:30:54.933609] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-17T20:30:54.933744] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:55.080170] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RUSHB.txt
[2025-12-17T20:30:55.080322] [INFO ] [sig       ] [2786/3576] Completed RUSHB in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:55.080372] [INFO ] [sig       ] [2787/3576] Forecasting RVMD...
[2025-12-17T20:30:55.080415] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-17T20:30:55.080463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-17T20:30:55.091934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-17T20:30:55.092278] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-17T20:30:55.093208] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-17T20:30:55.093262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:55.093295] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:55.093323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:55.093381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:55.155360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:55.156265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:55.156352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:55.156385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:55.282461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:55.282628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:55.282669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:55.282725] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:55.286046] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=49.13%)
[2025-12-17T20:30:55.286309] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-17T20:30:55.286430] [INFO ] [sig       ] RVMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:55.424287] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RVMD.txt
[2025-12-17T20:30:55.424429] [INFO ] [sig       ] [2787/3576] Completed RVMD in 0.3s | 2.93 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-17T20:30:55.424470] [INFO ] [sig       ] [2788/3576] Forecasting RVSB...
[2025-12-17T20:30:55.424499] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-17T20:30:55.424529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-17T20:30:55.434971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-17T20:30:55.435289] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-17T20:30:55.436048] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-17T20:30:55.436099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:55.436130] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:55.436156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:55.436211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:55.491410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:55.492092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:55.492170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:55.492202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:55.609090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:55.609239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:55.609296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:55.609325] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:55.612682] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-17T20:30:55.612947] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-17T20:30:55.613072] [INFO ] [sig       ] RVSB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:55.749811] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RVSB.txt
[2025-12-17T20:30:55.749948] [INFO ] [sig       ] [2788/3576] Completed RVSB in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:55.749988] [INFO ] [sig       ] [2789/3576] Forecasting RVTY...
[2025-12-17T20:30:55.750017] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-17T20:30:55.750047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-17T20:30:55.761101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-17T20:30:55.761419] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-17T20:30:55.762185] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-17T20:30:55.762237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:55.762268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:55.762296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:55.762352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:55.816600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:55.817460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:55.817545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:55.817601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:55.932755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:55.932908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:55.932950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:55.932980] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:55.936281] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-17T20:30:55.936549] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-17T20:30:55.936694] [INFO ] [sig       ] RVTY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:56.073951] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RVTY.txt
[2025-12-17T20:30:56.074102] [INFO ] [sig       ] [2789/3576] Completed RVTY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:56.074143] [INFO ] [sig       ] [2790/3576] Forecasting RWAY...
[2025-12-17T20:30:56.074173] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-17T20:30:56.074205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-17T20:30:56.086260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-17T20:30:56.086631] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-17T20:30:56.087389] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-17T20:30:56.087440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:56.087472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:56.087499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:56.087556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:56.143347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:56.144137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:56.144217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:56.144248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:56.277237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:56.277395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:56.277436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:56.277464] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:56.280898] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-17T20:30:56.281171] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-17T20:30:56.281300] [INFO ] [sig       ] RWAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:56.424139] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RWAY.txt
[2025-12-17T20:30:56.424293] [INFO ] [sig       ] [2790/3576] Completed RWAY in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:56.424333] [INFO ] [sig       ] [2791/3576] Forecasting RXO...
[2025-12-17T20:30:56.424361] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-17T20:30:56.424392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-17T20:30:56.436272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-17T20:30:56.436645] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-17T20:30:56.437397] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-17T20:30:56.437448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:56.437479] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:56.437505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:56.437583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:56.493209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:56.494035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:56.494130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:56.494164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:56.612610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:56.612765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:56.612805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:56.612833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:56.616281] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2025-12-17T20:30:56.616608] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-17T20:30:56.616745] [INFO ] [sig       ] RXO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:56.753388] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RXO.txt
[2025-12-17T20:30:56.753536] [INFO ] [sig       ] [2791/3576] Completed RXO in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:56.753594] [INFO ] [sig       ] [2792/3576] Forecasting RXRX...
[2025-12-17T20:30:56.753627] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-17T20:30:56.753657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-17T20:30:56.764660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-17T20:30:56.764983] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-17T20:30:56.765755] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-17T20:30:56.765806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:56.765849] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:56.765876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:56.765931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:56.820654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:56.821502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:56.821603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:56.821638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:56.940223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:56.940377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:56.940418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:56.940445] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:56.943761] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-17T20:30:56.944037] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-17T20:30:56.944165] [INFO ] [sig       ] RXRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:57.081621] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RXRX.txt
[2025-12-17T20:30:57.081761] [INFO ] [sig       ] [2792/3576] Completed RXRX in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:57.081800] [INFO ] [sig       ] [2793/3576] Forecasting RY...
[2025-12-17T20:30:57.081827] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-17T20:30:57.081857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-17T20:30:57.093719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-17T20:30:57.094070] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-17T20:30:57.094857] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-17T20:30:57.094908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:57.094939] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:57.094965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:57.095022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:57.151490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:57.152360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:57.152446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:57.152478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:57.277853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:57.278014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:57.278062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:57.278096] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:57.281519] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-17T20:30:57.281834] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-17T20:30:57.281968] [INFO ] [sig       ] RY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:57.424697] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RY.txt
[2025-12-17T20:30:57.424849] [INFO ] [sig       ] [2793/3576] Completed RY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-17T20:30:57.424886] [INFO ] [sig       ] [2794/3576] Forecasting RYAAY...
[2025-12-17T20:30:57.424916] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-17T20:30:57.424950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-17T20:30:57.436321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-17T20:30:57.436733] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-17T20:30:57.437549] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-17T20:30:57.437637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:57.437673] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:57.437700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:57.437756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:57.493358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:57.494233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:57.494357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:57.494403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:57.619185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:57.619353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:57.619396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:57.619424] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:57.622873] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-17T20:30:57.623213] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-17T20:30:57.623375] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:57.764885] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RYAAY.txt
[2025-12-17T20:30:57.765041] [INFO ] [sig       ] [2794/3576] Completed RYAAY in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:57.765088] [INFO ] [sig       ] [2795/3576] Forecasting RYAM...
[2025-12-17T20:30:57.765125] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-17T20:30:57.765163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-17T20:30:57.777051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-17T20:30:57.777395] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-17T20:30:57.778276] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-17T20:30:57.778330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:57.778362] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:57.778389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:57.778445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:57.835825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:57.836659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:57.836740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:57.836772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:57.964153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:57.964306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:57.964346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:57.964373] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:57.967840] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-17T20:30:57.968113] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-17T20:30:57.968236] [INFO ] [sig       ] RYAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:58.105810] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RYAM.txt
[2025-12-17T20:30:58.105958] [INFO ] [sig       ] [2795/3576] Completed RYAM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:58.106006] [INFO ] [sig       ] [2796/3576] Forecasting RYAN...
[2025-12-17T20:30:58.106039] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-17T20:30:58.106070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-17T20:30:58.117591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-17T20:30:58.117918] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-17T20:30:58.118726] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-17T20:30:58.118779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:58.118811] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:58.118837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:58.118923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:58.176979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:58.177976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:58.178082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:58.178134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:58.297521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:58.297690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:58.297729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:58.297758] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:58.301103] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-17T20:30:58.301377] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-17T20:30:58.301505] [INFO ] [sig       ] RYAN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:58.446088] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RYAN.txt
[2025-12-17T20:30:58.446236] [INFO ] [sig       ] [2796/3576] Completed RYAN in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:58.446275] [INFO ] [sig       ] [2797/3576] Forecasting RYI...
[2025-12-17T20:30:58.446305] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-17T20:30:58.446335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-17T20:30:58.457155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-17T20:30:58.457468] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-17T20:30:58.458234] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-17T20:30:58.458284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:58.458315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:58.458341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:58.458396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:58.515297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:58.516152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:58.516234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:58.516266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:58.636980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:58.637136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:58.637177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:58.637206] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:58.640595] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-17T20:30:58.640862] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-17T20:30:58.641012] [INFO ] [sig       ] RYI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:58.784866] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RYI.txt
[2025-12-17T20:30:58.785056] [INFO ] [sig       ] [2797/3576] Completed RYI in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:58.785105] [INFO ] [sig       ] [2798/3576] Forecasting RYN...
[2025-12-17T20:30:58.785140] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-17T20:30:58.785172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-17T20:30:58.799297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-17T20:30:58.799778] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-17T20:30:58.800921] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-17T20:30:58.801000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:58.801065] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:58.801123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:58.801222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:58.863465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:58.864347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:58.864428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:58.864462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:58.977903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:58.978064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:58.978105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:58.978133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:58.981525] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-17T20:30:58.981842] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-17T20:30:58.981981] [INFO ] [sig       ] RYN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:59.121000] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RYN.txt
[2025-12-17T20:30:59.121171] [INFO ] [sig       ] [2798/3576] Completed RYN in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:59.121210] [INFO ] [sig       ] [2799/3576] Forecasting RYTM...
[2025-12-17T20:30:59.121240] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-17T20:30:59.121271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-17T20:30:59.133143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-17T20:30:59.133537] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-17T20:30:59.134326] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-17T20:30:59.134377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:59.134408] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:59.134436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:59.134492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:59.189977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:59.190845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:59.190930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:59.190962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:59.311675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:59.311847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:59.311887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:59.311931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:59.315245] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-17T20:30:59.315518] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-17T20:30:59.315665] [INFO ] [sig       ] RYTM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:30:59.454382] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RYTM.txt
[2025-12-17T20:30:59.454530] [INFO ] [sig       ] [2799/3576] Completed RYTM in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:59.454587] [INFO ] [sig       ] [2800/3576] Forecasting RZB...
[2025-12-17T20:30:59.454620] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-17T20:30:59.454651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-17T20:30:59.466075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-17T20:30:59.466445] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-17T20:30:59.467256] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-17T20:30:59.467308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:59.467341] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:59.467369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:59.467425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:59.525721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:59.526542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:59.526642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:59.526675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:30:59.643733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:30:59.643885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:30:59.643924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:30:59.643952] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:30:59.647338] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-17T20:30:59.647641] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-17T20:30:59.647774] [INFO ] [sig       ] RZB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:30:59.792378] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/RZB.txt
[2025-12-17T20:30:59.792532] [INFO ] [sig       ] [2800/3576] Completed RZB in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:30:59.792588] [INFO ] [sig       ] [2801/3576] Forecasting RZC...
[2025-12-17T20:30:59.792620] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-17T20:30:59.792652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-17T20:30:59.805708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-17T20:30:59.806118] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-17T20:30:59.807255] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-17T20:30:59.807326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:30:59.807414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:30:59.807464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:30:59.807560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:30:59.879053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:30:59.880077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:30:59.880184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:30:59.880249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:00.021100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:00.021249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:00.021288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:00.021317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:00.024645] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-17T20:31:00.024947] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-17T20:31:00.025082] [INFO ] [sig       ] RZC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:00.179940] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/RZC.txt
[2025-12-17T20:31:00.180084] [INFO ] [sig       ] [2801/3576] Completed RZC in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:31:00.180127] [INFO ] [sig       ] [2802/3576] Forecasting S...
[2025-12-17T20:31:00.180155] [INFO ] [sig       ] Generating forecast for: S
[2025-12-17T20:31:00.180185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-17T20:31:00.191784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-17T20:31:00.192173] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-17T20:31:00.192984] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-17T20:31:00.193037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:00.193067] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:00.193094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:00.193148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:00.251598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:00.252397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:00.252484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:00.252516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:00.379858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:00.380013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:00.380061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:00.380098] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:00.383505] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-17T20:31:00.383801] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-17T20:31:00.383932] [INFO ] [sig       ] S: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:00.528098] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/S.txt
[2025-12-17T20:31:00.528240] [INFO ] [sig       ] [2802/3576] Completed S in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:31:00.528278] [INFO ] [sig       ] [2803/3576] Forecasting SA...
[2025-12-17T20:31:00.528307] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-17T20:31:00.528337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-17T20:31:00.539690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-17T20:31:00.539990] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-17T20:31:00.540782] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-17T20:31:00.540833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:00.540865] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:00.540891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:00.540958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:00.597593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:00.598373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:00.598455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:00.598487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:00.722227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:00.722379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:00.722421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:00.722450] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:00.725882] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-17T20:31:00.726164] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-17T20:31:00.726294] [INFO ] [sig       ] SA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:00.870404] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SA.txt
[2025-12-17T20:31:00.870556] [INFO ] [sig       ] [2803/3576] Completed SA in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:31:00.870620] [INFO ] [sig       ] [2804/3576] Forecasting SAFE...
[2025-12-17T20:31:00.870650] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-17T20:31:00.870683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-17T20:31:00.882343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-17T20:31:00.882642] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-17T20:31:00.883412] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-17T20:31:00.883463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:00.883494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:00.883519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:00.883592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:00.940257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:00.940962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:00.941046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:00.941087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:01.061627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:01.061786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:01.061828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:01.061856] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:01.065594] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=93.87%)
[2025-12-17T20:31:01.065861] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-17T20:31:01.065986] [INFO ] [sig       ] SAFE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:01.214479] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SAFE.txt
[2025-12-17T20:31:01.215419] [INFO ] [sig       ] [2804/3576] Completed SAFE in 0.3s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:31:01.215480] [INFO ] [sig       ] [2805/3576] Forecasting SAH...
[2025-12-17T20:31:01.215515] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-17T20:31:01.215554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-17T20:31:01.228230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-17T20:31:01.228778] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-17T20:31:01.229802] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-17T20:31:01.229866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:01.229900] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:01.229927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:01.229983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:01.289026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:01.289934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:01.290021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:01.290055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:01.414770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:01.414939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:01.414982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:01.415010] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:01.418501] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=63.21%)
[2025-12-17T20:31:01.418833] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-17T20:31:01.418995] [INFO ] [sig       ] SAH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:01.566151] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SAH.txt
[2025-12-17T20:31:01.566308] [INFO ] [sig       ] [2805/3576] Completed SAH in 0.4s | 2.93 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-17T20:31:01.566351] [INFO ] [sig       ] [2806/3576] Forecasting SAIA...
[2025-12-17T20:31:01.566380] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-17T20:31:01.566410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-17T20:31:01.578366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-17T20:31:01.578770] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-17T20:31:01.579590] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-17T20:31:01.579644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:01.579677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:01.579704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:01.579759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:01.636182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:01.637082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:01.637171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:01.637204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:01.760199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:01.760361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:01.760401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:01.760428] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:01.763857] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2025-12-17T20:31:01.764145] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-17T20:31:01.764275] [INFO ] [sig       ] SAIA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:01.905020] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SAIA.txt
[2025-12-17T20:31:01.905171] [INFO ] [sig       ] [2806/3576] Completed SAIA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-17T20:31:01.905211] [INFO ] [sig       ] [2807/3576] Forecasting SAIC...
[2025-12-17T20:31:01.905240] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-17T20:31:01.905270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-17T20:31:01.916618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-17T20:31:01.916907] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-17T20:31:01.917662] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-17T20:31:01.917712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:01.917743] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:01.917769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:01.917824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:01.972897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:01.973774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:01.973857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:01.973891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:02.096123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:02.096274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:02.096313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:02.096341] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:02.099662] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=61.88%)
[2025-12-17T20:31:02.099930] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-17T20:31:02.100056] [INFO ] [sig       ] SAIC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:02.238379] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SAIC.txt
[2025-12-17T20:31:02.238535] [INFO ] [sig       ] [2807/3576] Completed SAIC in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-17T20:31:02.238598] [INFO ] [sig       ] [2808/3576] Forecasting SAM...
[2025-12-17T20:31:02.238630] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-17T20:31:02.238660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-17T20:31:02.250239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-17T20:31:02.250591] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-17T20:31:02.251340] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-17T20:31:02.251392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:02.251424] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:02.251451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:02.251507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:02.306587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:02.307411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:02.307491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:02.307524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:02.427651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:02.427806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:02.427848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:02.427877] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:02.431353] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-17T20:31:02.431661] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-17T20:31:02.431809] [INFO ] [sig       ] SAM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:02.573228] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SAM.txt
[2025-12-17T20:31:02.573391] [INFO ] [sig       ] [2808/3576] Completed SAM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-17T20:31:02.573432] [INFO ] [sig       ] [2809/3576] Forecasting SAMG...
[2025-12-17T20:31:02.573464] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-17T20:31:02.573496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-17T20:31:02.584694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-17T20:31:02.584972] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-17T20:31:02.585756] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-17T20:31:02.585808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:02.585841] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:02.585871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:02.585937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:02.642547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:02.643181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:02.643260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:02.643293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:02.769617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:02.769770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:02.769809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:02.769857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:02.773309] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-17T20:31:02.773617] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-17T20:31:02.773770] [INFO ] [sig       ] SAMG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:02.937445] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SAMG.txt
[2025-12-17T20:31:02.937608] [INFO ] [sig       ] [2809/3576] Completed SAMG in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-17T20:31:02.937651] [INFO ] [sig       ] [2810/3576] Forecasting SAN...
[2025-12-17T20:31:02.937681] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-17T20:31:02.937712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-17T20:31:02.949215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-17T20:31:02.949594] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-17T20:31:02.950348] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-17T20:31:02.950399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:02.950430] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:02.950457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:02.950512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:03.005142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:03.005953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:03.006036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:03.006068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:03.126139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:03.126299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:03.126339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:03.126366] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:03.129723] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-17T20:31:03.130013] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-17T20:31:03.130144] [INFO ] [sig       ] SAN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:03.289049] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SAN.txt
[2025-12-17T20:31:03.289250] [INFO ] [sig       ] [2810/3576] Completed SAN in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-17T20:31:03.289299] [INFO ] [sig       ] [2811/3576] Forecasting SANA...
[2025-12-17T20:31:03.289333] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-17T20:31:03.289374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-17T20:31:03.302260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-17T20:31:03.302635] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-17T20:31:03.303671] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-17T20:31:03.303723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:03.303755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:03.303783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:03.303849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:03.360920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:03.361837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:03.361972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:03.362009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:03.494320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:03.494492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:03.494534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:03.494563] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:03.498110] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=16.18%)
[2025-12-17T20:31:03.498439] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-17T20:31:03.498598] [INFO ] [sig       ] SANA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:03.638135] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SANA.txt
[2025-12-17T20:31:03.638286] [INFO ] [sig       ] [2811/3576] Completed SANA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:03.638330] [INFO ] [sig       ] [2812/3576] Forecasting SANM...
[2025-12-17T20:31:03.638360] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-17T20:31:03.638390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-17T20:31:03.649697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-17T20:31:03.650009] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-17T20:31:03.650782] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-17T20:31:03.650836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:03.650868] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:03.650895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:03.650950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:03.710498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:03.711545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:03.711650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:03.711683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:03.835268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:03.835446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:03.835496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:03.835532] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:03.839384] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2025-12-17T20:31:03.839775] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-17T20:31:03.839965] [INFO ] [sig       ] SANM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:03.992278] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SANM.txt
[2025-12-17T20:31:03.992476] [INFO ] [sig       ] [2812/3576] Completed SANM in 0.4s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:03.992537] [INFO ] [sig       ] [2813/3576] Forecasting SAP...
[2025-12-17T20:31:03.992599] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-17T20:31:03.992636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-17T20:31:04.004630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-17T20:31:04.004992] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-17T20:31:04.005787] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-17T20:31:04.005844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:04.005876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:04.005902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:04.005958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:04.062349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:04.063218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:04.063311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:04.063343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:04.187898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:04.188054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:04.188093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:04.188122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:04.191741] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-17T20:31:04.192014] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-17T20:31:04.192155] [INFO ] [sig       ] SAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:04.332823] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SAP.txt
[2025-12-17T20:31:04.332971] [INFO ] [sig       ] [2813/3576] Completed SAP in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:04.333011] [INFO ] [sig       ] [2814/3576] Forecasting SARK...
[2025-12-17T20:31:04.333041] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-17T20:31:04.333072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-17T20:31:04.344789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-17T20:31:04.345123] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-17T20:31:04.345921] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-17T20:31:04.345971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:04.346002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:04.346028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:04.346083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:04.403937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:04.404793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:04.404873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:04.404904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:04.527074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:04.527244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:04.527292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:04.527320] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:04.530700] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-17T20:31:04.530969] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-17T20:31:04.531096] [INFO ] [sig       ] SARK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:04.669720] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SARK.txt
[2025-12-17T20:31:04.669903] [INFO ] [sig       ] [2814/3576] Completed SARK in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:04.669944] [INFO ] [sig       ] [2815/3576] Forecasting SATL...
[2025-12-17T20:31:04.669973] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-17T20:31:04.670003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-17T20:31:04.681659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-17T20:31:04.682047] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-17T20:31:04.682920] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-17T20:31:04.682973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:04.683005] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:04.683032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:04.683088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:04.738919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:04.739786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:04.739866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:04.739898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:04.855723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:04.855879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:04.855918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:04.855946] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:04.859208] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-17T20:31:04.859475] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-17T20:31:04.859615] [INFO ] [sig       ] SATL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:04.999153] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SATL.txt
[2025-12-17T20:31:04.999312] [INFO ] [sig       ] [2815/3576] Completed SATL in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:04.999353] [INFO ] [sig       ] [2816/3576] Forecasting SATS...
[2025-12-17T20:31:04.999382] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-17T20:31:04.999412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-17T20:31:05.010292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-17T20:31:05.010639] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-17T20:31:05.011416] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-17T20:31:05.011467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:05.011509] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:05.011537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:05.011614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:05.067731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:05.068598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:05.068678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:05.068710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:05.190442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:05.190615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:05.190656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:05.190684] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:05.194005] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-17T20:31:05.194265] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-17T20:31:05.194389] [INFO ] [sig       ] SATS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:05.333681] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SATS.txt
[2025-12-17T20:31:05.333832] [INFO ] [sig       ] [2816/3576] Completed SATS in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:05.333871] [INFO ] [sig       ] [2817/3576] Forecasting SAVA...
[2025-12-17T20:31:05.333901] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-17T20:31:05.333931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-17T20:31:05.345333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-17T20:31:05.345681] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-17T20:31:05.346429] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-17T20:31:05.346480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:05.346512] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:05.346538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:05.346616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:05.402212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:05.403038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:05.403118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:05.403150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:05.520513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:05.520684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:05.520726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:05.520755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:05.524053] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=36.32%)
[2025-12-17T20:31:05.524350] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-17T20:31:05.524472] [INFO ] [sig       ] SAVA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:05.665084] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SAVA.txt
[2025-12-17T20:31:05.665236] [INFO ] [sig       ] [2817/3576] Completed SAVA in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:05.665274] [INFO ] [sig       ] [2818/3576] Forecasting SB...
[2025-12-17T20:31:05.665304] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-17T20:31:05.665334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-17T20:31:05.677141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-17T20:31:05.677493] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-17T20:31:05.678283] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-17T20:31:05.678336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:05.678396] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:05.678430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:05.678505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:05.737719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:05.738593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:05.738675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:05.738708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:05.853280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:05.853435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:05.853474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:05.853503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:05.856793] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-17T20:31:05.857064] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-17T20:31:05.857186] [INFO ] [sig       ] SB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:05.996747] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SB.txt
[2025-12-17T20:31:05.996897] [INFO ] [sig       ] [2818/3576] Completed SB in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:05.996938] [INFO ] [sig       ] [2819/3576] Forecasting SBAC...
[2025-12-17T20:31:05.996967] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-17T20:31:05.996997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-17T20:31:06.008516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-17T20:31:06.012512] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-17T20:31:06.013437] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-17T20:31:06.013488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:06.013525] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:06.013554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:06.013626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:06.068648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:06.070063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:06.070275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:06.070311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:06.192307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:06.192456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:06.192498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:06.192526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:06.195907] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=44.65%)
[2025-12-17T20:31:06.196186] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-17T20:31:06.196315] [INFO ] [sig       ] SBAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:06.336101] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBAC.txt
[2025-12-17T20:31:06.336227] [INFO ] [sig       ] [2819/3576] Completed SBAC in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:06.336272] [INFO ] [sig       ] [2820/3576] Forecasting SBCF...
[2025-12-17T20:31:06.336303] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-17T20:31:06.336333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-17T20:31:06.347731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-17T20:31:06.347991] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-17T20:31:06.348746] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-17T20:31:06.348796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:06.348828] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:06.348878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:06.348935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:06.404727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:06.405320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:06.405396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:06.405428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:06.522820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:06.522942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:06.522977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:06.523004] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:06.526343] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-17T20:31:06.526627] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-17T20:31:06.526750] [INFO ] [sig       ] SBCF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:06.665223] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBCF.txt
[2025-12-17T20:31:06.665333] [INFO ] [sig       ] [2820/3576] Completed SBCF in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:06.665370] [INFO ] [sig       ] [2821/3576] Forecasting SBFM...
[2025-12-17T20:31:06.665400] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-17T20:31:06.665430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-17T20:31:06.677669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-17T20:31:06.678027] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-17T20:31:06.678847] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-17T20:31:06.678922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:06.678954] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:06.678979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:06.679033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:06.734301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:06.734979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:06.735060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:06.735093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:06.854369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:06.854543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:06.854605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:06.854671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:06.858324] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-17T20:31:06.858625] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-17T20:31:06.858785] [INFO ] [sig       ] SBFM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:06.998646] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBFM.txt
[2025-12-17T20:31:06.998780] [INFO ] [sig       ] [2821/3576] Completed SBFM in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:06.998819] [INFO ] [sig       ] [2822/3576] Forecasting SBGI...
[2025-12-17T20:31:06.998846] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-17T20:31:06.998891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-17T20:31:07.010383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-17T20:31:07.010673] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-17T20:31:07.011422] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-17T20:31:07.011472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:07.011503] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:07.011529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:07.011601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:07.067427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:07.068087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:07.068165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:07.068196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:07.183390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:07.183547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:07.183641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:07.183673] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:07.186995] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-17T20:31:07.187258] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-17T20:31:07.187379] [INFO ] [sig       ] SBGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:07.327222] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBGI.txt
[2025-12-17T20:31:07.327384] [INFO ] [sig       ] [2822/3576] Completed SBGI in 0.3s | 2.93 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-17T20:31:07.327436] [INFO ] [sig       ] [2823/3576] Forecasting SBH...
[2025-12-17T20:31:07.327474] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-17T20:31:07.327506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-17T20:31:07.339499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-17T20:31:07.339828] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-17T20:31:07.340598] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-17T20:31:07.340668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:07.340701] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:07.340728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:07.340785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:07.396314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:07.397026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:07.397103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:07.397135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:07.517038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:07.517181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:07.517243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:07.517279] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:07.520602] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-17T20:31:07.520867] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-17T20:31:07.520990] [INFO ] [sig       ] SBH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:07.666110] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SBH.txt
[2025-12-17T20:31:07.666236] [INFO ] [sig       ] [2823/3576] Completed SBH in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:07.666276] [INFO ] [sig       ] [2824/3576] Forecasting SBI...
[2025-12-17T20:31:07.666305] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-17T20:31:07.666335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-17T20:31:07.677161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-17T20:31:07.677446] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-17T20:31:07.678202] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-17T20:31:07.678257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:07.678287] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:07.678313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:07.678369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:07.735269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:07.735895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:07.735991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:07.736023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:07.851694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:07.851846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:07.851884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:07.851911] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:07.855171] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-17T20:31:07.855438] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-17T20:31:07.855558] [INFO ] [sig       ] SBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:07.993776] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBI.txt
[2025-12-17T20:31:07.993903] [INFO ] [sig       ] [2824/3576] Completed SBI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:07.993941] [INFO ] [sig       ] [2825/3576] Forecasting SBLK...
[2025-12-17T20:31:07.993977] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-17T20:31:07.994006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-17T20:31:08.005409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-17T20:31:08.005773] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-17T20:31:08.006560] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-17T20:31:08.006639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:08.006672] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:08.006700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:08.006757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:08.064694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:08.065347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:08.065448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:08.065480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:08.178053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:08.178207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:08.178245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:08.178275] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:08.181701] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-17T20:31:08.181979] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-17T20:31:08.182102] [INFO ] [sig       ] SBLK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:08.320836] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBLK.txt
[2025-12-17T20:31:08.320957] [INFO ] [sig       ] [2825/3576] Completed SBLK in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:08.320995] [INFO ] [sig       ] [2826/3576] Forecasting SBRA...
[2025-12-17T20:31:08.321024] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-17T20:31:08.321054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-17T20:31:08.332252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-17T20:31:08.332559] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-17T20:31:08.333324] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-17T20:31:08.333375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:08.333406] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:08.333432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:08.333487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:08.390045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:08.390717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:08.390793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:08.390826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:08.507950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:08.508107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:08.508145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:08.508173] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:08.511496] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-17T20:31:08.511788] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-17T20:31:08.511913] [INFO ] [sig       ] SBRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:08.651037] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBRA.txt
[2025-12-17T20:31:08.651162] [INFO ] [sig       ] [2826/3576] Completed SBRA in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:08.651199] [INFO ] [sig       ] [2827/3576] Forecasting SBS...
[2025-12-17T20:31:08.651233] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-17T20:31:08.651270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-17T20:31:08.663203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-17T20:31:08.663524] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-17T20:31:08.664294] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-17T20:31:08.664345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:08.664389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:08.664417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:08.664472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:08.720177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:08.720838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:08.720914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:08.720946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:08.846266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:08.846401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:08.846438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:08.846466] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:08.849750] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-12-17T20:31:08.850009] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-17T20:31:08.850128] [INFO ] [sig       ] SBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:08.989275] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBS.txt
[2025-12-17T20:31:08.989429] [INFO ] [sig       ] [2827/3576] Completed SBS in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:08.989468] [INFO ] [sig       ] [2828/3576] Forecasting SBSI...
[2025-12-17T20:31:08.989496] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-17T20:31:08.989526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-17T20:31:09.001067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-17T20:31:09.001407] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-17T20:31:09.002171] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-17T20:31:09.002222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:09.002252] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:09.002280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:09.002339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:09.057198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:09.057966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:09.058075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:09.058108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:09.173590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:09.173742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:09.173781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:09.173810] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:09.177149] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=25.45%)
[2025-12-17T20:31:09.177425] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-17T20:31:09.177550] [INFO ] [sig       ] SBSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:09.315690] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBSI.txt
[2025-12-17T20:31:09.315842] [INFO ] [sig       ] [2828/3576] Completed SBSI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-17T20:31:09.315880] [INFO ] [sig       ] [2829/3576] Forecasting SBUX...
[2025-12-17T20:31:09.315913] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-17T20:31:09.315943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-17T20:31:09.327036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-17T20:31:09.327382] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-17T20:31:09.328152] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-17T20:31:09.328203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:09.328234] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:09.328260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:09.328315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:09.383835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:09.384623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:09.384707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:09.384739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:09.504796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:09.504951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:09.504992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:09.505020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:09.508351] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-17T20:31:09.508649] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-17T20:31:09.508778] [INFO ] [sig       ] SBUX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:09.647709] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SBUX.txt
[2025-12-17T20:31:09.647861] [INFO ] [sig       ] [2829/3576] Completed SBUX in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:09.647901] [INFO ] [sig       ] [2830/3576] Forecasting SCD...
[2025-12-17T20:31:09.647930] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-17T20:31:09.647961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-17T20:31:09.660465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-17T20:31:09.660864] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-17T20:31:09.661724] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-17T20:31:09.661779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:09.661811] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:09.661838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:09.661894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:09.717623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:09.718442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:09.718527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:09.718559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:09.833192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:09.833345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:09.833384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:09.833414] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:09.836725] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-17T20:31:09.836986] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-17T20:31:09.837107] [INFO ] [sig       ] SCD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:09.975043] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCD.txt
[2025-12-17T20:31:09.975158] [INFO ] [sig       ] [2830/3576] Completed SCD in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:09.975195] [INFO ] [sig       ] [2831/3576] Forecasting SCHL...
[2025-12-17T20:31:09.975232] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-17T20:31:09.975263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-17T20:31:09.987456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-17T20:31:09.987903] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-17T20:31:09.988726] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-17T20:31:09.988777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:09.988810] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:09.988836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:09.988919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:10.044447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:10.045281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:10.045367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:10.045399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:10.165749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:10.165905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:10.165944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:10.165974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:10.169345] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-17T20:31:10.169657] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-17T20:31:10.169789] [INFO ] [sig       ] SCHL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:10.308897] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCHL.txt
[2025-12-17T20:31:10.309087] [INFO ] [sig       ] [2831/3576] Completed SCHL in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:10.309129] [INFO ] [sig       ] [2832/3576] Forecasting SCI...
[2025-12-17T20:31:10.309158] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-17T20:31:10.309188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-17T20:31:10.320158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-17T20:31:10.320434] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-17T20:31:10.321201] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-17T20:31:10.321252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:10.321283] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:10.321309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:10.321363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:10.378025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:10.378675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:10.378750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:10.378781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:10.497053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:10.497178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:10.497217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:10.497246] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:10.500643] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=25.18%)
[2025-12-17T20:31:10.500945] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-17T20:31:10.501084] [INFO ] [sig       ] SCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:10.639412] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCI.txt
[2025-12-17T20:31:10.639535] [INFO ] [sig       ] [2832/3576] Completed SCI in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:10.639605] [INFO ] [sig       ] [2833/3576] Forecasting SCL...
[2025-12-17T20:31:10.639639] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-17T20:31:10.639670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-17T20:31:10.650703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-17T20:31:10.650972] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-17T20:31:10.651748] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-17T20:31:10.651798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:10.651829] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:10.651854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:10.651909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:10.706935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:10.707559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:10.707659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:10.707691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:10.824547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:10.824693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:10.824730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:10.824759] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:10.828040] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2025-12-17T20:31:10.828319] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-17T20:31:10.828468] [INFO ] [sig       ] SCL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:10.967435] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SCL.txt
[2025-12-17T20:31:10.967551] [INFO ] [sig       ] [2833/3576] Completed SCL in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:10.967605] [INFO ] [sig       ] [2834/3576] Forecasting SCLX...
[2025-12-17T20:31:10.967637] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-17T20:31:10.967667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-17T20:31:10.979217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-17T20:31:10.979487] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-17T20:31:10.980243] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-17T20:31:10.980293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:10.980325] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:10.980351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:10.980406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:11.035604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:11.036236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:11.036312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:11.036344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:11.152489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:11.152651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:11.152691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:11.152737] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:11.155992] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-17T20:31:11.156252] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-17T20:31:11.156377] [INFO ] [sig       ] SCLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:11.307135] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCLX.txt
[2025-12-17T20:31:11.307341] [INFO ] [sig       ] [2834/3576] Completed SCLX in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:11.307405] [INFO ] [sig       ] [2835/3576] Forecasting SCM...
[2025-12-17T20:31:11.307449] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-17T20:31:11.307493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-17T20:31:11.321416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-17T20:31:11.321793] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-17T20:31:11.322565] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-17T20:31:11.322642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:11.322701] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:11.322731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:11.322788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:11.400693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:11.401665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:11.401754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:11.401789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:11.519906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:11.520068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:11.520110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:11.520138] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:11.523589] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-17T20:31:11.523889] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-17T20:31:11.524022] [INFO ] [sig       ] SCM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:11.665245] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SCM.txt
[2025-12-17T20:31:11.665398] [INFO ] [sig       ] [2835/3576] Completed SCM in 0.4s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:11.665437] [INFO ] [sig       ] [2836/3576] Forecasting SCSC...
[2025-12-17T20:31:11.665468] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-17T20:31:11.665499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-17T20:31:11.676944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-17T20:31:11.677331] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-17T20:31:11.678196] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-17T20:31:11.678251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:11.678284] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:11.678315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:11.678385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:11.735735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:11.736622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:11.736706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:11.736756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:11.859312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:11.859471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:11.859512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:11.859541] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:11.863028] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-17T20:31:11.863340] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-17T20:31:11.863495] [INFO ] [sig       ] SCSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:12.008627] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCSC.txt
[2025-12-17T20:31:12.008777] [INFO ] [sig       ] [2836/3576] Completed SCSC in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:12.008815] [INFO ] [sig       ] [2837/3576] Forecasting SCVL...
[2025-12-17T20:31:12.008846] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-17T20:31:12.008907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-17T20:31:12.020501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-17T20:31:12.020826] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-17T20:31:12.021590] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-17T20:31:12.021641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:12.021672] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:12.021699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:12.021754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:12.077259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:12.078108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:12.078193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:12.078225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:12.198994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:12.199143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:12.199183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:12.199210] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:12.202457] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-17T20:31:12.202740] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-17T20:31:12.202862] [INFO ] [sig       ] SCVL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:12.340237] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SCVL.txt
[2025-12-17T20:31:12.340367] [INFO ] [sig       ] [2837/3576] Completed SCVL in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:12.340404] [INFO ] [sig       ] [2838/3576] Forecasting SCZ...
[2025-12-17T20:31:12.340434] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-17T20:31:12.340464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-17T20:31:12.351267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-17T20:31:12.351588] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-17T20:31:12.352354] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-17T20:31:12.352406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:12.352438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:12.352464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:12.352532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:12.411214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:12.412001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:12.412082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:12.412114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:12.530107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:12.530250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:12.530290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:12.530359] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:12.533704] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=27.65%)
[2025-12-17T20:31:12.533968] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-17T20:31:12.534097] [INFO ] [sig       ] SCZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:12.673609] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SCZ.txt
[2025-12-17T20:31:12.673729] [INFO ] [sig       ] [2838/3576] Completed SCZ in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:12.673774] [INFO ] [sig       ] [2839/3576] Forecasting SD...
[2025-12-17T20:31:12.673804] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-17T20:31:12.673835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-17T20:31:12.685281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-17T20:31:12.685556] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-17T20:31:12.686341] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-17T20:31:12.686392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:12.686423] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:12.686449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:12.686510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:12.743202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:12.744091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:12.744186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:12.744225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:12.861619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:12.861760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:12.861801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:12.861829] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:12.865133] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-17T20:31:12.865396] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-17T20:31:12.865514] [INFO ] [sig       ] SD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:13.005416] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SD.txt
[2025-12-17T20:31:13.005586] [INFO ] [sig       ] [2839/3576] Completed SD in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:13.005627] [INFO ] [sig       ] [2840/3576] Forecasting SDA...
[2025-12-17T20:31:13.005657] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-17T20:31:13.005687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-17T20:31:13.017060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-17T20:31:13.017457] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-17T20:31:13.018255] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-17T20:31:13.018318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:13.018352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:13.018381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:13.018439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:13.073472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:13.074280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:13.074360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:13.074392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:13.196186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:13.196360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:13.196403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:13.196432] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:13.200032] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-17T20:31:13.200319] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-17T20:31:13.200446] [INFO ] [sig       ] SDA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:13.339671] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SDA.txt
[2025-12-17T20:31:13.339820] [INFO ] [sig       ] [2840/3576] Completed SDA in 0.3s | 2.93 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-17T20:31:13.339861] [INFO ] [sig       ] [2841/3576] Forecasting SDHY...
[2025-12-17T20:31:13.339892] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-17T20:31:13.339925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-17T20:31:13.351614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-17T20:31:13.352008] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-17T20:31:13.352781] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-17T20:31:13.352831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:13.352862] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:13.352889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:13.352944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:13.408309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:13.409160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:13.409240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:13.409272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:13.528763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:13.528889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:13.528929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:13.528957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:13.532441] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-17T20:31:13.532775] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-17T20:31:13.532914] [INFO ] [sig       ] SDHY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:13.673428] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SDHY.txt
[2025-12-17T20:31:13.673593] [INFO ] [sig       ] [2841/3576] Completed SDHY in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:13.673633] [INFO ] [sig       ] [2842/3576] Forecasting SDRL...
[2025-12-17T20:31:13.673665] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-17T20:31:13.673695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-17T20:31:13.685771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-17T20:31:13.686118] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-17T20:31:13.686896] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-17T20:31:13.686946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:13.686977] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:13.687003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:13.687059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:13.744900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:13.745744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:13.745827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:13.745859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:13.866462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:13.866653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:13.866701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:13.866730] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:13.870269] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-17T20:31:13.870549] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-17T20:31:13.870702] [INFO ] [sig       ] SDRL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:14.012267] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SDRL.txt
[2025-12-17T20:31:14.012417] [INFO ] [sig       ] [2842/3576] Completed SDRL in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:14.012458] [INFO ] [sig       ] [2843/3576] Forecasting SDVY...
[2025-12-17T20:31:14.012486] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-17T20:31:14.012515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-17T20:31:14.025112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-17T20:31:14.025508] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-17T20:31:14.026471] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-17T20:31:14.026523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:14.026553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:14.026608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:14.026667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:14.086362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:14.087235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:14.087317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:14.087356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:14.209341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:14.209497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:14.209539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:14.209587] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:14.213407] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=44.77%)
[2025-12-17T20:31:14.213918] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-17T20:31:14.214047] [INFO ] [sig       ] SDVY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:14.359946] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SDVY.txt
[2025-12-17T20:31:14.360108] [INFO ] [sig       ] [2843/3576] Completed SDVY in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:14.360147] [INFO ] [sig       ] [2844/3576] Forecasting SE...
[2025-12-17T20:31:14.360179] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-17T20:31:14.360209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-17T20:31:14.376764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-17T20:31:14.377242] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-17T20:31:14.378781] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-17T20:31:14.378877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:14.378930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:14.378974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:14.379059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:14.447456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:14.448361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:14.448442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:14.448475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:14.574228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:14.574385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:14.574425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:14.574455] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:14.578246] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-12-17T20:31:14.578527] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-17T20:31:14.578882] [INFO ] [sig       ] SE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:14.720187] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SE.txt
[2025-12-17T20:31:14.720347] [INFO ] [sig       ] [2844/3576] Completed SE in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:14.720386] [INFO ] [sig       ] [2845/3576] Forecasting SEDG...
[2025-12-17T20:31:14.720415] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-17T20:31:14.720447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-17T20:31:14.732241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-17T20:31:14.732529] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-17T20:31:14.733307] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-17T20:31:14.733358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:14.733389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:14.733420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:14.733476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:14.792744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:14.793548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:14.793681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:14.793718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:14.913884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:14.914038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:14.914077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:14.914105] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:14.917461] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-17T20:31:14.917782] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-17T20:31:14.917905] [INFO ] [sig       ] SEDG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:15.073110] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SEDG.txt
[2025-12-17T20:31:15.073287] [INFO ] [sig       ] [2845/3576] Completed SEDG in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:15.073328] [INFO ] [sig       ] [2846/3576] Forecasting SEE...
[2025-12-17T20:31:15.073361] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-17T20:31:15.073392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-17T20:31:15.085670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-17T20:31:15.086035] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-17T20:31:15.086854] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-17T20:31:15.086906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:15.086939] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:15.086966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:15.087024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:15.144385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:15.145315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:15.145401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:15.145439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:15.270910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:15.271066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:15.271107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:15.271135] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:15.274661] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-17T20:31:15.274965] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-17T20:31:15.275100] [INFO ] [sig       ] SEE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:15.433540] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SEE.txt
[2025-12-17T20:31:15.433727] [INFO ] [sig       ] [2846/3576] Completed SEE in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-17T20:31:15.433769] [INFO ] [sig       ] [2847/3576] Forecasting SEIC...
[2025-12-17T20:31:15.433799] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-17T20:31:15.433831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-17T20:31:15.445570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-17T20:31:15.445960] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-17T20:31:15.446750] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-17T20:31:15.446806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:15.446846] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:15.446882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:15.446946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:15.502782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:15.503664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:15.503758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:15.503791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:15.630385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:15.630546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:15.630624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:15.630655] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:15.634225] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-17T20:31:15.634598] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-17T20:31:15.634741] [INFO ] [sig       ] SEIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:15.779545] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SEIC.txt
[2025-12-17T20:31:15.779724] [INFO ] [sig       ] [2847/3576] Completed SEIC in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:15.779768] [INFO ] [sig       ] [2848/3576] Forecasting SELF...
[2025-12-17T20:31:15.779800] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-17T20:31:15.779832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-17T20:31:15.791123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-17T20:31:15.791529] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-17T20:31:15.792359] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-17T20:31:15.792421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:15.792461] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:15.792493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:15.792567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:15.848253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:15.849150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:15.849240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:15.849273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:15.959132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:15.959285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:15.959323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:15.959353] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:15.962701] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-17T20:31:15.962999] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-17T20:31:15.963131] [INFO ] [sig       ] SELF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:16.103126] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SELF.txt
[2025-12-17T20:31:16.103305] [INFO ] [sig       ] [2848/3576] Completed SELF in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:16.103346] [INFO ] [sig       ] [2849/3576] Forecasting SEM...
[2025-12-17T20:31:16.103377] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-17T20:31:16.103407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-17T20:31:16.114806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-17T20:31:16.115150] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-17T20:31:16.115927] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-17T20:31:16.115978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:16.116010] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:16.116035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:16.116090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:16.172358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:16.173255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:16.173341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:16.173376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:16.293345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:16.293500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:16.293540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:16.293585] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:16.296915] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-17T20:31:16.297210] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-17T20:31:16.297341] [INFO ] [sig       ] SEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:16.436133] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SEM.txt
[2025-12-17T20:31:16.436271] [INFO ] [sig       ] [2849/3576] Completed SEM in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:16.436311] [INFO ] [sig       ] [2850/3576] Forecasting SENEA...
[2025-12-17T20:31:16.436339] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-17T20:31:16.436369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-17T20:31:16.447855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-17T20:31:16.448187] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-17T20:31:16.448964] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-17T20:31:16.449015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:16.449046] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:16.449071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:16.449126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:16.504255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:16.504996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:16.505075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:16.505106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:16.623040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:16.623196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:16.623236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:16.623266] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:16.626631] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-17T20:31:16.626910] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-17T20:31:16.627036] [INFO ] [sig       ] SENEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:16.763728] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SENEA.txt
[2025-12-17T20:31:16.763864] [INFO ] [sig       ] [2850/3576] Completed SENEA in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:16.763901] [INFO ] [sig       ] [2851/3576] Forecasting SENS...
[2025-12-17T20:31:16.763931] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-17T20:31:16.763960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-17T20:31:16.775686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-17T20:31:16.775990] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-17T20:31:16.776779] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-17T20:31:16.776832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:16.776877] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:16.776907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:16.776965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:16.831324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:16.832002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:16.832080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:16.832112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:16.951410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:16.951561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:16.951619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:16.951648] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:16.954933] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-17T20:31:16.955200] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-17T20:31:16.955322] [INFO ] [sig       ] SENS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:17.094876] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SENS.txt
[2025-12-17T20:31:17.094999] [INFO ] [sig       ] [2851/3576] Completed SENS in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:17.095035] [INFO ] [sig       ] [2852/3576] Forecasting SERA...
[2025-12-17T20:31:17.095065] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-17T20:31:17.095095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-17T20:31:17.106406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-17T20:31:17.106704] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-17T20:31:17.107449] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-17T20:31:17.107510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:17.107596] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:17.107634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:17.107690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:17.165952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:17.167154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:17.167255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:17.167305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:17.289830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:17.289977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:17.290015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:17.290043] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:17.293320] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-17T20:31:17.293604] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-17T20:31:17.293728] [INFO ] [sig       ] SERA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:17.432945] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SERA.txt
[2025-12-17T20:31:17.433071] [INFO ] [sig       ] [2852/3576] Completed SERA in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:17.433110] [INFO ] [sig       ] [2853/3576] Forecasting SES...
[2025-12-17T20:31:17.433138] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-17T20:31:17.433168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-17T20:31:17.444783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-17T20:31:17.445068] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-17T20:31:17.445820] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-17T20:31:17.445870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:17.445901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:17.445928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:17.445983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:17.502411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:17.503031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:17.503108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:17.503140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:17.630185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:17.630356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:17.630406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:17.630441] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:17.634081] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-17T20:31:17.634345] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-17T20:31:17.634467] [INFO ] [sig       ] SES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:17.776207] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SES.txt
[2025-12-17T20:31:17.776350] [INFO ] [sig       ] [2853/3576] Completed SES in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:17.776389] [INFO ] [sig       ] [2854/3576] Forecasting SEVN...
[2025-12-17T20:31:17.776419] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-17T20:31:17.776449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-17T20:31:17.788786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-17T20:31:17.789085] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-17T20:31:17.789866] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-17T20:31:17.789917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:17.789950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:17.789976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:17.790036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:17.845827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:17.846448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:17.846540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:17.846598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:17.974364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:17.974521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:17.974559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:17.974604] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:17.978068] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=42.81%)
[2025-12-17T20:31:17.978332] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-17T20:31:17.978453] [INFO ] [sig       ] SEVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:18.117399] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SEVN.txt
[2025-12-17T20:31:18.117527] [INFO ] [sig       ] [2854/3576] Completed SEVN in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:18.117589] [INFO ] [sig       ] [2855/3576] Forecasting SEZL...
[2025-12-17T20:31:18.117622] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-17T20:31:18.117654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-17T20:31:18.131097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-17T20:31:18.131566] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-17T20:31:18.132485] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-17T20:31:18.132551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:18.132614] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:18.132645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:18.132702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:18.190459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:18.191246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:18.191327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:18.191359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:18.319298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:18.319465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:18.319509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:18.319595] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:18.323128] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-17T20:31:18.323426] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-17T20:31:18.323561] [INFO ] [sig       ] SEZL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:18.473394] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SEZL.txt
[2025-12-17T20:31:18.473546] [INFO ] [sig       ] [2855/3576] Completed SEZL in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:18.473602] [INFO ] [sig       ] [2856/3576] Forecasting SF...
[2025-12-17T20:31:18.473635] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-17T20:31:18.473665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-17T20:31:18.485590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-17T20:31:18.485948] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-17T20:31:18.486707] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-17T20:31:18.486758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:18.486789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:18.486815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:18.486870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:18.544530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:18.545429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:18.545526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:18.545559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:18.670535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:18.670713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:18.670754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:18.670781] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:18.674158] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=79.10%)
[2025-12-17T20:31:18.674443] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-17T20:31:18.674642] [INFO ] [sig       ] SF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:18.816331] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SF.txt
[2025-12-17T20:31:18.816487] [INFO ] [sig       ] [2856/3576] Completed SF in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:18.816534] [INFO ] [sig       ] [2857/3576] Forecasting SFB...
[2025-12-17T20:31:18.816593] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-17T20:31:18.816634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-17T20:31:18.827873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-17T20:31:18.828209] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-17T20:31:18.829033] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-17T20:31:18.829085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:18.829115] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:18.829140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:18.829195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:18.885975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:18.886873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:18.886961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:18.886994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:18.999704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:18.999860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:18.999900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:18.999931] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:19.003331] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=54.79%)
[2025-12-17T20:31:19.003635] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-17T20:31:19.003766] [INFO ] [sig       ] SFB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:19.152888] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SFB.txt
[2025-12-17T20:31:19.153044] [INFO ] [sig       ] [2857/3576] Completed SFB in 0.3s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:19.153084] [INFO ] [sig       ] [2858/3576] Forecasting SFBS...
[2025-12-17T20:31:19.153117] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-17T20:31:19.153161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-17T20:31:19.165043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-17T20:31:19.165408] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-17T20:31:19.166197] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-17T20:31:19.166248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:19.166279] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:19.166306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:19.166361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:19.225137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:19.226044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:19.226135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:19.226168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:19.351548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:19.351723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:19.351764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:19.351810] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:19.355234] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=56.28%)
[2025-12-17T20:31:19.355512] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-17T20:31:19.355657] [INFO ] [sig       ] SFBS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:19.506363] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SFBS.txt
[2025-12-17T20:31:19.506521] [INFO ] [sig       ] [2858/3576] Completed SFBS in 0.4s | 2.93 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-17T20:31:19.506563] [INFO ] [sig       ] [2859/3576] Forecasting SFIX...
[2025-12-17T20:31:19.506616] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-17T20:31:19.506648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-17T20:31:19.518093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-17T20:31:19.518465] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-17T20:31:19.519299] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-17T20:31:19.519366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:19.519400] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:19.519429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:19.519496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:19.581425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:19.582462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:19.582555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:19.582619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:19.707563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:19.707750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:19.707799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:19.707835] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:19.711535] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-17T20:31:19.711861] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-17T20:31:19.711998] [INFO ] [sig       ] SFIX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:19.870664] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SFIX.txt
[2025-12-17T20:31:19.870824] [INFO ] [sig       ] [2859/3576] Completed SFIX in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-17T20:31:19.870868] [INFO ] [sig       ] [2860/3576] Forecasting SFL...
[2025-12-17T20:31:19.870897] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-17T20:31:19.870929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-17T20:31:19.883305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-17T20:31:19.883733] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-17T20:31:19.884502] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-17T20:31:19.884555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:19.884610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:19.884639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:19.884696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:19.945410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:19.946289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:19.946403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:19.946443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:20.076282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:20.076437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:20.076482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:20.076511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:20.080039] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-17T20:31:20.080396] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-17T20:31:20.080542] [INFO ] [sig       ] SFL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:20.227956] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SFL.txt
[2025-12-17T20:31:20.228112] [INFO ] [sig       ] [2860/3576] Completed SFL in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-17T20:31:20.228150] [INFO ] [sig       ] [2861/3576] Forecasting SFLO...
[2025-12-17T20:31:20.228179] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-17T20:31:20.228210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-17T20:31:20.239831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-17T20:31:20.240202] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-17T20:31:20.241086] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-17T20:31:20.241141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:20.241171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:20.241196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:20.241251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:20.297528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:20.298402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:20.298491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:20.298524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:20.426234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:20.426512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:20.426555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:20.426601] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:20.430308] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2025-12-17T20:31:20.430696] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-17T20:31:20.430871] [INFO ] [sig       ] SFLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:20.582529] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SFLO.txt
[2025-12-17T20:31:20.582727] [INFO ] [sig       ] [2861/3576] Completed SFLO in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-17T20:31:20.582767] [INFO ] [sig       ] [2862/3576] Forecasting SFM...
[2025-12-17T20:31:20.582798] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-17T20:31:20.582830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-17T20:31:20.595174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-17T20:31:20.595569] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-17T20:31:20.596370] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-17T20:31:20.596422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:20.596453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:20.596496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:20.596554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:20.658921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:20.659802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:20.659921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:20.659957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:20.787970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:20.788128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:20.788169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:20.788199] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:20.792279] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=83.83%)
[2025-12-17T20:31:20.792698] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-17T20:31:20.792849] [INFO ] [sig       ] SFM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:20.951112] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SFM.txt
[2025-12-17T20:31:20.951281] [INFO ] [sig       ] [2862/3576] Completed SFM in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-17T20:31:20.951333] [INFO ] [sig       ] [2863/3576] Forecasting SFNC...
[2025-12-17T20:31:20.951365] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-17T20:31:20.951396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-17T20:31:20.965820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-17T20:31:20.966169] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-17T20:31:20.966996] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-17T20:31:20.967050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:20.967082] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:20.967111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:20.967167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:21.029957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:21.030826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:21.030913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:21.030947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:21.164858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:21.165048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:21.165091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:21.165121] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:21.169209] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-17T20:31:21.169488] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-17T20:31:21.169647] [INFO ] [sig       ] SFNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:21.319499] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SFNC.txt
[2025-12-17T20:31:21.319725] [INFO ] [sig       ] [2863/3576] Completed SFNC in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-17T20:31:21.319775] [INFO ] [sig       ] [2864/3576] Forecasting SG...
[2025-12-17T20:31:21.319807] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-17T20:31:21.319840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-17T20:31:21.331778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-17T20:31:21.332140] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-17T20:31:21.333067] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-17T20:31:21.333125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:21.333173] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:21.333212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:21.333272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:21.391850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:21.392744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:21.392831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:21.392864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:21.515157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:21.515307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:21.515346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:21.515375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:21.518717] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-17T20:31:21.519022] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-17T20:31:21.519147] [INFO ] [sig       ] SG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:21.656160] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SG.txt
[2025-12-17T20:31:21.656289] [INFO ] [sig       ] [2864/3576] Completed SG in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:21.656328] [INFO ] [sig       ] [2865/3576] Forecasting SGBX...
[2025-12-17T20:31:21.656357] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-17T20:31:21.656387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-17T20:31:21.669068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-17T20:31:21.669503] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-17T20:31:21.670344] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-17T20:31:21.670398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:21.670429] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:21.670456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:21.670514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:21.726316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:21.727242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:21.727329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:21.727362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:21.852439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:21.852630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:21.852691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:21.852723] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:21.856564] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-17T20:31:21.856984] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-17T20:31:21.857141] [INFO ] [sig       ] SGBX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:22.002093] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SGBX.txt
[2025-12-17T20:31:22.002256] [INFO ] [sig       ] [2865/3576] Completed SGBX in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:22.002297] [INFO ] [sig       ] [2866/3576] Forecasting SGC...
[2025-12-17T20:31:22.002327] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-17T20:31:22.002364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-17T20:31:22.014156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-17T20:31:22.014547] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-17T20:31:22.015426] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-17T20:31:22.015481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:22.015513] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:22.015546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:22.015655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:22.073358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:22.074211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:22.074291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:22.074324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:22.194724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:22.194878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:22.194919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:22.194948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:22.198497] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-17T20:31:22.198833] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-17T20:31:22.198996] [INFO ] [sig       ] SGC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:22.339316] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SGC.txt
[2025-12-17T20:31:22.339461] [INFO ] [sig       ] [2866/3576] Completed SGC in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:22.339499] [INFO ] [sig       ] [2867/3576] Forecasting SGHC...
[2025-12-17T20:31:22.339528] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-17T20:31:22.339560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-17T20:31:22.351181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-17T20:31:22.351492] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-17T20:31:22.352274] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-17T20:31:22.352327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:22.352359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:22.352387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:22.352443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:22.408944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:22.409812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:22.409899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:22.409932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:22.532771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:22.532952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:22.532993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:22.533021] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:22.536433] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-17T20:31:22.536711] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-17T20:31:22.536842] [INFO ] [sig       ] SGHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:22.678078] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SGHC.txt
[2025-12-17T20:31:22.678250] [INFO ] [sig       ] [2867/3576] Completed SGHC in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:22.678292] [INFO ] [sig       ] [2868/3576] Forecasting SGRY...
[2025-12-17T20:31:22.678325] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-17T20:31:22.678357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-17T20:31:22.689804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-17T20:31:22.690099] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-17T20:31:22.690857] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-17T20:31:22.690907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:22.690938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:22.690965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:22.691024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:22.747359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:22.748239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:22.748325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:22.748358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:22.870011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:22.870171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:22.870214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:22.870245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:22.873677] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-17T20:31:22.873972] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-17T20:31:22.874097] [INFO ] [sig       ] SGRY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:23.015698] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SGRY.txt
[2025-12-17T20:31:23.015823] [INFO ] [sig       ] [2868/3576] Completed SGRY in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:23.015861] [INFO ] [sig       ] [2869/3576] Forecasting SHAK...
[2025-12-17T20:31:23.015890] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-17T20:31:23.015919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-17T20:31:23.027335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-17T20:31:23.027637] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-17T20:31:23.028423] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-17T20:31:23.028475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:23.028532] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:23.028586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:23.028672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:23.086719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:23.087479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:23.087558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:23.087611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:23.215087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:23.215242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:23.215282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:23.215328] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:23.218842] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-17T20:31:23.219160] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-17T20:31:23.219304] [INFO ] [sig       ] SHAK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:23.366331] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHAK.txt
[2025-12-17T20:31:23.366497] [INFO ] [sig       ] [2869/3576] Completed SHAK in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:23.366540] [INFO ] [sig       ] [2870/3576] Forecasting SHBI...
[2025-12-17T20:31:23.366602] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-17T20:31:23.366660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-17T20:31:23.380522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-17T20:31:23.381058] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-17T20:31:23.382222] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-17T20:31:23.382289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:23.382341] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:23.382387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:23.382478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:23.462356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:23.463403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:23.463507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:23.463540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:23.620815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:23.621008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:23.621073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:23.621122] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:23.625989] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-17T20:31:23.626439] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-17T20:31:23.626639] [INFO ] [sig       ] SHBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:23.846246] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHBI.txt
[2025-12-17T20:31:23.846471] [INFO ] [sig       ] [2870/3576] Completed SHBI in 0.5s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:23.846539] [INFO ] [sig       ] [2871/3576] Forecasting SHC...
[2025-12-17T20:31:23.846611] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-17T20:31:23.846667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-17T20:31:23.876770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-17T20:31:23.877296] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-17T20:31:23.878503] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-17T20:31:23.878590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:23.878645] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:23.878683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:23.878765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:23.973938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:23.975218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:23.975380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:23.975435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:24.144502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:24.144757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:24.144833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:24.144881] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:24.150588] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=26.85%)
[2025-12-17T20:31:24.151130] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-17T20:31:24.151344] [INFO ] [sig       ] SHC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:24.342991] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHC.txt
[2025-12-17T20:31:24.343166] [INFO ] [sig       ] [2871/3576] Completed SHC in 0.5s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:24.343208] [INFO ] [sig       ] [2872/3576] Forecasting SHCO...
[2025-12-17T20:31:24.343236] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-17T20:31:24.343266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-17T20:31:24.355599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-17T20:31:24.356032] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-17T20:31:24.356871] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-17T20:31:24.356925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:24.356957] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:24.356984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:24.357041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:24.427265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:24.428420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:24.428533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:24.428610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:24.568390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:24.568551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:24.568613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:24.568681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:24.573286] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-17T20:31:24.573629] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-17T20:31:24.573806] [INFO ] [sig       ] SHCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:24.716124] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHCO.txt
[2025-12-17T20:31:24.716283] [INFO ] [sig       ] [2872/3576] Completed SHCO in 0.4s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:24.716326] [INFO ] [sig       ] [2873/3576] Forecasting SHEL...
[2025-12-17T20:31:24.716356] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-17T20:31:24.716388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-17T20:31:24.730116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-17T20:31:24.730529] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-17T20:31:24.731368] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-17T20:31:24.731424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:24.731457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:24.731486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:24.731559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:24.792801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:24.793690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:24.793791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:24.793830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:24.917129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:24.917290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:24.917330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:24.917358] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:24.920781] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-17T20:31:24.921065] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-17T20:31:24.921192] [INFO ] [sig       ] SHEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:25.059713] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHEL.txt
[2025-12-17T20:31:25.059844] [INFO ] [sig       ] [2873/3576] Completed SHEL in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:25.059882] [INFO ] [sig       ] [2874/3576] Forecasting SHEN...
[2025-12-17T20:31:25.059911] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-17T20:31:25.059942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-17T20:31:25.071359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-17T20:31:25.071645] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-17T20:31:25.072394] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-17T20:31:25.072445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:25.072476] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:25.072502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:25.072557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:25.127758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:25.128360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:25.128436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:25.128468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:25.245617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:25.245769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:25.245808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:25.245837] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:25.249204] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-17T20:31:25.249476] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-17T20:31:25.249620] [INFO ] [sig       ] SHEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:25.387354] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHEN.txt
[2025-12-17T20:31:25.387501] [INFO ] [sig       ] [2874/3576] Completed SHEN in 0.3s | 2.93 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-17T20:31:25.387542] [INFO ] [sig       ] [2875/3576] Forecasting SHFS...
[2025-12-17T20:31:25.387590] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-17T20:31:25.387624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-17T20:31:25.398267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-17T20:31:25.398535] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-17T20:31:25.399319] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-17T20:31:25.399381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:25.399414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:25.399440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:25.399495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:25.458790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:25.459547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:25.459645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:25.459680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:25.568911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:25.569066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:25.569106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:25.569135] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:25.572495] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-17T20:31:25.572786] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-17T20:31:25.572911] [INFO ] [sig       ] SHFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:25.711719] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHFS.txt
[2025-12-17T20:31:25.711862] [INFO ] [sig       ] [2875/3576] Completed SHFS in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:25.711900] [INFO ] [sig       ] [2876/3576] Forecasting SHG...
[2025-12-17T20:31:25.711929] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-17T20:31:25.711960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-17T20:31:25.723015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-17T20:31:25.723371] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-17T20:31:25.724149] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-17T20:31:25.724200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:25.724231] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:25.724257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:25.724312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:25.779752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:25.780475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:25.780553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:25.780603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:25.906029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:25.906181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:25.906222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:25.906252] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:25.909740] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-17T20:31:25.910034] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-17T20:31:25.910161] [INFO ] [sig       ] SHG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:26.047424] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHG.txt
[2025-12-17T20:31:26.047550] [INFO ] [sig       ] [2876/3576] Completed SHG in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:26.047621] [INFO ] [sig       ] [2877/3576] Forecasting SHIP...
[2025-12-17T20:31:26.047670] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-17T20:31:26.047705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-17T20:31:26.058677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-17T20:31:26.058981] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-17T20:31:26.059750] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-17T20:31:26.059802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:26.059832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:26.059858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:26.059913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:26.114797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:26.115370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:26.115447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:26.115478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:26.237830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:26.238021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:26.238061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:26.238090] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:26.241508] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-12-17T20:31:26.241803] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-17T20:31:26.242133] [INFO ] [sig       ] SHIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:26.381056] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHIP.txt
[2025-12-17T20:31:26.381183] [INFO ] [sig       ] [2877/3576] Completed SHIP in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:26.381219] [INFO ] [sig       ] [2878/3576] Forecasting SHLS...
[2025-12-17T20:31:26.381249] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-17T20:31:26.381278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-17T20:31:26.392459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-17T20:31:26.392790] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-17T20:31:26.393556] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-17T20:31:26.393625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:26.393657] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:26.393684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:26.393740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:26.449392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:26.450036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:26.450114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:26.450146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:26.572386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:26.572542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:26.572602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:26.572636] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:26.576097] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-17T20:31:26.576382] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-17T20:31:26.576514] [INFO ] [sig       ] SHLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:26.721178] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHLS.txt
[2025-12-17T20:31:26.721363] [INFO ] [sig       ] [2878/3576] Completed SHLS in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:26.721407] [INFO ] [sig       ] [2879/3576] Forecasting SHO...
[2025-12-17T20:31:26.721438] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-17T20:31:26.721477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-17T20:31:26.733175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-17T20:31:26.733524] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-17T20:31:26.734318] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-17T20:31:26.734371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:26.734402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:26.734431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:26.734487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:26.792109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:26.793000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:26.793115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:26.793149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:26.915913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:26.916075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:26.916122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:26.916153] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:26.919709] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-17T20:31:26.920020] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-17T20:31:26.920150] [INFO ] [sig       ] SHO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:27.071979] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHO.txt
[2025-12-17T20:31:27.072141] [INFO ] [sig       ] [2879/3576] Completed SHO in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:27.072182] [INFO ] [sig       ] [2880/3576] Forecasting SHOC...
[2025-12-17T20:31:27.072211] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-17T20:31:27.072242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-17T20:31:27.084554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-17T20:31:27.084987] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-17T20:31:27.085825] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-17T20:31:27.085891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:27.085937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:27.085974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:27.086033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:27.145114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:27.145949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:27.146034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:27.146069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:27.264426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:27.264613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:27.264658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:27.264688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:27.268374] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2025-12-17T20:31:27.268733] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-17T20:31:27.268909] [INFO ] [sig       ] SHOC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:27.419016] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHOC.txt
[2025-12-17T20:31:27.419167] [INFO ] [sig       ] [2880/3576] Completed SHOC in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:27.419208] [INFO ] [sig       ] [2881/3576] Forecasting SHOO...
[2025-12-17T20:31:27.419238] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-17T20:31:27.419280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-17T20:31:27.430465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-17T20:31:27.430826] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-17T20:31:27.431607] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-17T20:31:27.431659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:27.431690] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:27.431716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:27.431771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:27.486218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:27.487014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:27.487095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:27.487127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:27.611526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:27.611694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:27.611735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:27.611765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:27.615192] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-17T20:31:27.615508] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-17T20:31:27.615670] [INFO ] [sig       ] SHOO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:27.811189] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHOO.txt
[2025-12-17T20:31:27.811330] [INFO ] [sig       ] [2881/3576] Completed SHOO in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-17T20:31:27.811369] [INFO ] [sig       ] [2882/3576] Forecasting SHOP...
[2025-12-17T20:31:27.811398] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-17T20:31:27.811430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-17T20:31:27.823566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-17T20:31:27.823966] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-17T20:31:27.824769] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-17T20:31:27.824835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:27.824887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:27.824918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:27.824976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:27.881422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:27.882107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:27.882186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:27.882218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:28.003872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:28.004015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:28.004054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:28.004084] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:28.007266] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-17T20:31:28.007527] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-17T20:31:28.007668] [INFO ] [sig       ] SHOP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:28.144214] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SHOP.txt
[2025-12-17T20:31:28.144356] [INFO ] [sig       ] [2882/3576] Completed SHOP in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:28.144394] [INFO ] [sig       ] [2883/3576] Forecasting SHY...
[2025-12-17T20:31:28.144424] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-17T20:31:28.144453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-17T20:31:28.156737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-17T20:31:28.157281] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-17T20:31:28.158048] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-17T20:31:28.158099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:28.158131] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:28.158158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:28.158213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:28.216158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:28.216912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:28.216995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:28.217028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:28.361835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:28.362023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:28.362079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:28.362112] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:28.365698] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-17T20:31:28.366011] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-17T20:31:28.366147] [INFO ] [sig       ] SHY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:28.526625] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SHY.txt
[2025-12-17T20:31:28.526766] [INFO ] [sig       ] [2883/3576] Completed SHY in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:28.526806] [INFO ] [sig       ] [2884/3576] Forecasting SIBN...
[2025-12-17T20:31:28.526835] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-17T20:31:28.526866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-17T20:31:28.541176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-17T20:31:28.541545] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-17T20:31:28.542588] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-17T20:31:28.542643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:28.542675] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:28.542702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:28.542769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:28.606872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:28.607689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:28.607800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:28.607843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:28.730758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:28.730919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:28.730958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:28.730985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:28.734248] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-17T20:31:28.734514] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-17T20:31:28.734654] [INFO ] [sig       ] SIBN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:28.880930] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIBN.txt
[2025-12-17T20:31:28.881119] [INFO ] [sig       ] [2884/3576] Completed SIBN in 0.4s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:28.881167] [INFO ] [sig       ] [2885/3576] Forecasting SID...
[2025-12-17T20:31:28.881197] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-17T20:31:28.881227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-17T20:31:28.893418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-17T20:31:28.893754] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-17T20:31:28.894686] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-17T20:31:28.894749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:28.894798] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:28.894841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:28.894921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:28.955684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:28.956498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:28.956605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:28.956640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:29.080631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:29.080794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:29.080835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:29.080865] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:29.084551] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-12-17T20:31:29.084930] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-17T20:31:29.085071] [INFO ] [sig       ] SID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:29.225981] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SID.txt
[2025-12-17T20:31:29.226110] [INFO ] [sig       ] [2885/3576] Completed SID in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:29.226149] [INFO ] [sig       ] [2886/3576] Forecasting SIEB...
[2025-12-17T20:31:29.226177] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-17T20:31:29.226207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-17T20:31:29.236982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-17T20:31:29.237240] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-17T20:31:29.238010] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-17T20:31:29.238060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:29.238127] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:29.238156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:29.238210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:29.292742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:29.293327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:29.293405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:29.293436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:29.405904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:29.406021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:29.406058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:29.406084] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:29.409177] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=30.38%)
[2025-12-17T20:31:29.409440] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-17T20:31:29.409559] [INFO ] [sig       ] SIEB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:29.547415] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIEB.txt
[2025-12-17T20:31:29.547521] [INFO ] [sig       ] [2886/3576] Completed SIEB in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:29.547558] [INFO ] [sig       ] [2887/3576] Forecasting SIFY...
[2025-12-17T20:31:29.547606] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-17T20:31:29.547637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-17T20:31:29.559435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-17T20:31:29.559776] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-17T20:31:29.560615] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-17T20:31:29.560670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:29.560701] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:29.560733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:29.560799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:29.615519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:29.616146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:29.616224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:29.616255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:29.732554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:29.732723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:29.732763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:29.732791] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:29.736102] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-17T20:31:29.736373] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-17T20:31:29.736496] [INFO ] [sig       ] SIFY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:29.874896] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIFY.txt
[2025-12-17T20:31:29.875021] [INFO ] [sig       ] [2887/3576] Completed SIFY in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:29.875057] [INFO ] [sig       ] [2888/3576] Forecasting SIG...
[2025-12-17T20:31:29.875086] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-17T20:31:29.875116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-17T20:31:29.886009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-17T20:31:29.886268] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-17T20:31:29.887031] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-17T20:31:29.887081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:29.887112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:29.887139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:29.887193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:29.941681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:29.942260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:29.942336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:29.942367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:30.056562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:30.056704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:30.056741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:30.056769] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:30.059977] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-17T20:31:30.060241] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-17T20:31:30.060360] [INFO ] [sig       ] SIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:30.196561] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SIG.txt
[2025-12-17T20:31:30.196690] [INFO ] [sig       ] [2888/3576] Completed SIG in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:30.196727] [INFO ] [sig       ] [2889/3576] Forecasting SIGA...
[2025-12-17T20:31:30.196756] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-17T20:31:30.196786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-17T20:31:30.207647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-17T20:31:30.207931] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-17T20:31:30.208701] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-17T20:31:30.208752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:30.208783] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:30.208809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:30.208883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:30.264218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:30.264810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:30.264890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:30.264922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:30.384137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:30.384248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:30.384283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:30.384341] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:30.387558] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-17T20:31:30.387848] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-17T20:31:30.387971] [INFO ] [sig       ] SIGA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:30.527781] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SIGA.txt
[2025-12-17T20:31:30.527911] [INFO ] [sig       ] [2889/3576] Completed SIGA in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:30.527955] [INFO ] [sig       ] [2890/3576] Forecasting SIGI...
[2025-12-17T20:31:30.527986] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-17T20:31:30.528017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-17T20:31:30.539292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-17T20:31:30.539566] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-17T20:31:30.540320] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-17T20:31:30.540371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:30.540402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:30.540428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:30.540487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:30.596046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:30.596671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:30.596747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:30.596779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:30.715052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:30.715167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:30.715204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:30.715233] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:30.718371] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=16.31%)
[2025-12-17T20:31:30.718662] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-17T20:31:30.718788] [INFO ] [sig       ] SIGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:30.857154] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIGI.txt
[2025-12-17T20:31:30.857280] [INFO ] [sig       ] [2890/3576] Completed SIGI in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:30.857317] [INFO ] [sig       ] [2891/3576] Forecasting SII...
[2025-12-17T20:31:30.857346] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-17T20:31:30.857377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-17T20:31:30.868308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-17T20:31:30.868562] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-17T20:31:30.869400] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-17T20:31:30.869450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:30.869481] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:30.869506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:30.869561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:30.925184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:30.925760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:30.925834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:30.925866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:31.040040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:31.040164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:31.040201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:31.040229] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:31.043369] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-17T20:31:31.043654] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-17T20:31:31.043795] [INFO ] [sig       ] SII: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:31.180888] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SII.txt
[2025-12-17T20:31:31.180995] [INFO ] [sig       ] [2891/3576] Completed SII in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:31.181032] [INFO ] [sig       ] [2892/3576] Forecasting SIMO...
[2025-12-17T20:31:31.181061] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-17T20:31:31.181092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-17T20:31:31.191876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-17T20:31:31.192170] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-17T20:31:31.192946] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-17T20:31:31.192998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:31.193029] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:31.193055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:31.193109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:31.250728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:31.251367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:31.251445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:31.251479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:31.368864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:31.369001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:31.369039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:31.369065] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:31.372265] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-17T20:31:31.372533] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-17T20:31:31.372671] [INFO ] [sig       ] SIMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:31.512471] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIMO.txt
[2025-12-17T20:31:31.512638] [INFO ] [sig       ] [2892/3576] Completed SIMO in 0.3s | 2.93 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-17T20:31:31.512703] [INFO ] [sig       ] [2893/3576] Forecasting SIRI...
[2025-12-17T20:31:31.512742] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-17T20:31:31.512779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-17T20:31:31.524415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-17T20:31:31.524738] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-17T20:31:31.525515] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-17T20:31:31.525567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:31.525626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:31.525654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:31.525711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:31.583686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:31.584334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:31.584413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:31.584447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:31.710019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:31.710123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:31.710175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:31.710206] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:31.713522] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-17T20:31:31.713818] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-17T20:31:31.713964] [INFO ] [sig       ] SIRI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:31.856276] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SIRI.txt
[2025-12-17T20:31:31.856430] [INFO ] [sig       ] [2893/3576] Completed SIRI in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:31.856470] [INFO ] [sig       ] [2894/3576] Forecasting SITC...
[2025-12-17T20:31:31.856498] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-17T20:31:31.856529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-17T20:31:31.867420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-17T20:31:31.867716] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-17T20:31:31.868484] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-17T20:31:31.868535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:31.868566] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:31.868619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:31.868675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:31.924558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:31.925168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:31.925244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:31.925276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:32.046146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:32.046307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:32.046347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:32.046382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:32.049726] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-17T20:31:32.050032] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-17T20:31:32.050156] [INFO ] [sig       ] SITC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:32.188481] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SITC.txt
[2025-12-17T20:31:32.188646] [INFO ] [sig       ] [2894/3576] Completed SITC in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:32.188688] [INFO ] [sig       ] [2895/3576] Forecasting SITE...
[2025-12-17T20:31:32.188718] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-17T20:31:32.188750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-17T20:31:32.200407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-17T20:31:32.200751] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-17T20:31:32.201534] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-17T20:31:32.201611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:32.201647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:32.201676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:32.201735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:32.257293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:32.258153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:32.258252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:32.258284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:32.374186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:32.374341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:32.374380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:32.374408] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:32.377685] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-17T20:31:32.377956] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-17T20:31:32.378075] [INFO ] [sig       ] SITE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:32.518042] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SITE.txt
[2025-12-17T20:31:32.518169] [INFO ] [sig       ] [2895/3576] Completed SITE in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:32.518207] [INFO ] [sig       ] [2896/3576] Forecasting SITM...
[2025-12-17T20:31:32.518235] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-17T20:31:32.518266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-17T20:31:32.530208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-17T20:31:32.530502] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-17T20:31:32.531289] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-17T20:31:32.531342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:32.531375] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:32.531404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:32.531460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:32.587905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:32.588501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:32.588619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:32.588654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:32.712326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:32.712475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:32.712515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:32.712543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:32.715804] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-17T20:31:32.716070] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-17T20:31:32.716201] [INFO ] [sig       ] SITM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:32.855002] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SITM.txt
[2025-12-17T20:31:32.855153] [INFO ] [sig       ] [2896/3576] Completed SITM in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:32.855192] [INFO ] [sig       ] [2897/3576] Forecasting SIXG...
[2025-12-17T20:31:32.855221] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-17T20:31:32.855252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-17T20:31:32.867643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-17T20:31:32.868046] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-17T20:31:32.868939] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-17T20:31:32.868995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:32.869041] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:32.869070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:32.869127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:32.925865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:32.926782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:32.926865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:32.926897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:33.041998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:33.042100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:33.042136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:33.042165] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:33.045252] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-17T20:31:33.045517] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-17T20:31:33.045655] [INFO ] [sig       ] SIXG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:33.181905] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SIXG.txt
[2025-12-17T20:31:33.182016] [INFO ] [sig       ] [2897/3576] Completed SIXG in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:33.182053] [INFO ] [sig       ] [2898/3576] Forecasting SJM...
[2025-12-17T20:31:33.182080] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-17T20:31:33.182108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-17T20:31:33.193509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-17T20:31:33.193784] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-17T20:31:33.194521] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-17T20:31:33.194591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:33.194626] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:33.194653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:33.194708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:33.249485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:33.250069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:33.250144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:33.250175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:33.368686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:33.368844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:33.368910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:33.368943] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:33.372354] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-12-17T20:31:33.372644] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-17T20:31:33.372775] [INFO ] [sig       ] SJM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:33.511518] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SJM.txt
[2025-12-17T20:31:33.511660] [INFO ] [sig       ] [2898/3576] Completed SJM in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:33.511700] [INFO ] [sig       ] [2899/3576] Forecasting SKE...
[2025-12-17T20:31:33.511729] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-17T20:31:33.511760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-17T20:31:33.523326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-17T20:31:33.523605] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-17T20:31:33.524405] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-17T20:31:33.524456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:33.524487] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:33.524512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:33.524586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:33.579362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:33.579976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:33.580055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:33.580086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:33.700047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:33.700177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:33.700214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:33.700241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:33.703483] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-17T20:31:33.703779] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-17T20:31:33.703904] [INFO ] [sig       ] SKE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:33.855423] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SKE.txt
[2025-12-17T20:31:33.855656] [INFO ] [sig       ] [2899/3576] Completed SKE in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-17T20:31:33.855716] [INFO ] [sig       ] [2900/3576] Forecasting SKIL...
[2025-12-17T20:31:33.855756] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-17T20:31:33.855799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-17T20:31:33.867687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-17T20:31:33.868016] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-17T20:31:33.868844] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-17T20:31:33.868948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:33.868989] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:33.869022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:33.869091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:33.929433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:33.930322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:33.930421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:33.930456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:34.060653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:34.060803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:34.060845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:34.060877] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:34.064649] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2025-12-17T20:31:34.064930] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-17T20:31:34.065057] [INFO ] [sig       ] SKIL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:34.205090] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SKIL.txt
[2025-12-17T20:31:34.205217] [INFO ] [sig       ] [2900/3576] Completed SKIL in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:34.205254] [INFO ] [sig       ] [2901/3576] Forecasting SKIN...
[2025-12-17T20:31:34.205291] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-17T20:31:34.205322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-17T20:31:34.217086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-17T20:31:34.217369] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-17T20:31:34.218167] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-17T20:31:34.218217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:34.218248] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:34.218274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:34.218329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:34.274665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:34.275338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:34.275415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:34.275447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:34.396702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:34.396857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:34.396896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:34.396924] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:34.400270] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2025-12-17T20:31:34.400536] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-17T20:31:34.400675] [INFO ] [sig       ] SKIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:34.538479] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKIN.txt
[2025-12-17T20:31:34.538627] [INFO ] [sig       ] [2901/3576] Completed SKIN in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:34.538668] [INFO ] [sig       ] [2902/3576] Forecasting SKLZ...
[2025-12-17T20:31:34.538697] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-17T20:31:34.538727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-17T20:31:34.550010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-17T20:31:34.550307] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-17T20:31:34.551093] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-17T20:31:34.551144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:34.551176] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:34.551202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:34.551258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:34.605852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:34.606496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:34.606590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:34.606624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:34.728268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:34.728423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:34.728462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:34.728492] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:34.731885] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-17T20:31:34.732154] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-17T20:31:34.732278] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:34.868794] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SKLZ.txt
[2025-12-17T20:31:34.868958] [INFO ] [sig       ] [2902/3576] Completed SKLZ in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:34.868997] [INFO ] [sig       ] [2903/3576] Forecasting SKM...
[2025-12-17T20:31:34.869026] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-17T20:31:34.869055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-17T20:31:34.881457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-17T20:31:34.881868] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-17T20:31:34.882682] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-17T20:31:34.882734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:34.882795] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:34.882823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:34.882879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:34.948256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:34.949363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:34.949462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:34.949501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:35.089118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:35.089284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:35.089326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:35.089354] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:35.093114] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-17T20:31:35.093558] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-17T20:31:35.093717] [INFO ] [sig       ] SKM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:35.242084] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKM.txt
[2025-12-17T20:31:35.242226] [INFO ] [sig       ] [2903/3576] Completed SKM in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:35.242267] [INFO ] [sig       ] [2904/3576] Forecasting SKRE...
[2025-12-17T20:31:35.242298] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-17T20:31:35.242330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-17T20:31:35.254589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-17T20:31:35.254930] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-17T20:31:35.255867] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-17T20:31:35.255936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:35.255984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:35.256023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:35.256085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:35.316758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:35.317550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:35.317652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:35.317688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:35.442014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:35.442169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:35.442211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:35.442258] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:35.445948] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=42.61%)
[2025-12-17T20:31:35.446232] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-17T20:31:35.446363] [INFO ] [sig       ] SKRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:35.597853] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SKRE.txt
[2025-12-17T20:31:35.598016] [INFO ] [sig       ] [2904/3576] Completed SKRE in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:35.598063] [INFO ] [sig       ] [2905/3576] Forecasting SKWD...
[2025-12-17T20:31:35.598094] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-17T20:31:35.598125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-17T20:31:35.610433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-17T20:31:35.610800] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-17T20:31:35.611650] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-17T20:31:35.611703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:35.611736] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:35.611764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:35.611820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:35.673351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:35.674323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:35.674429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:35.674478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:35.797301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:35.797457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:35.797497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:35.797524] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:35.800890] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=82.17%)
[2025-12-17T20:31:35.801165] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-17T20:31:35.801295] [INFO ] [sig       ] SKWD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:35.940713] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKWD.txt
[2025-12-17T20:31:35.940879] [INFO ] [sig       ] [2905/3576] Completed SKWD in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:35.940942] [INFO ] [sig       ] [2906/3576] Forecasting SKY...
[2025-12-17T20:31:35.940983] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-17T20:31:35.941022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-17T20:31:35.953233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-17T20:31:35.953566] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-17T20:31:35.954435] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-17T20:31:35.954488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:35.954520] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:35.954546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:35.954619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:36.019791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:36.020712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:36.020805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:36.020858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:36.153319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:36.153480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:36.153523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:36.153602] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:36.157157] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2025-12-17T20:31:36.157441] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-17T20:31:36.157607] [INFO ] [sig       ] SKY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:36.308643] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKY.txt
[2025-12-17T20:31:36.308808] [INFO ] [sig       ] [2906/3576] Completed SKY in 0.4s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:36.308880] [INFO ] [sig       ] [2907/3576] Forecasting SKYE...
[2025-12-17T20:31:36.308915] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-17T20:31:36.308950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-17T20:31:36.321622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-17T20:31:36.321920] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-17T20:31:36.322765] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-17T20:31:36.322824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:36.322860] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:36.322894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:36.322965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:36.382418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:36.383305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:36.383389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:36.383422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:36.509160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:36.509315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:36.509352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:36.509381] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:36.512730] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-17T20:31:36.512997] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-17T20:31:36.513119] [INFO ] [sig       ] SKYE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:36.651197] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKYE.txt
[2025-12-17T20:31:36.651371] [INFO ] [sig       ] [2907/3576] Completed SKYE in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:36.651413] [INFO ] [sig       ] [2908/3576] Forecasting SKYH...
[2025-12-17T20:31:36.651445] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-17T20:31:36.651485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-17T20:31:36.663750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-17T20:31:36.664082] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-17T20:31:36.664915] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-17T20:31:36.664969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:36.665002] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:36.665030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:36.665127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:36.722622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:36.723503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:36.723607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:36.723642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:36.848767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:36.848935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:36.848974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:36.849002] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:36.852286] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=91.35%)
[2025-12-17T20:31:36.852549] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-17T20:31:36.852691] [INFO ] [sig       ] SKYH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:36.989429] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKYH.txt
[2025-12-17T20:31:36.989565] [INFO ] [sig       ] [2908/3576] Completed SKYH in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:36.989622] [INFO ] [sig       ] [2909/3576] Forecasting SKYX...
[2025-12-17T20:31:36.989653] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-17T20:31:36.989683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-17T20:31:37.001015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-17T20:31:37.001283] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-17T20:31:37.002043] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-17T20:31:37.002093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:37.002125] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:37.002151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:37.002205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:37.057261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:37.057996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:37.058075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:37.058107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:37.171956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:37.172116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:37.172155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:37.172181] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:37.175471] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-17T20:31:37.175771] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-17T20:31:37.175915] [INFO ] [sig       ] SKYX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:37.314107] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SKYX.txt
[2025-12-17T20:31:37.314229] [INFO ] [sig       ] [2909/3576] Completed SKYX in 0.3s | 2.93 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-17T20:31:37.314267] [INFO ] [sig       ] [2910/3576] Forecasting SKYY...
[2025-12-17T20:31:37.314296] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-17T20:31:37.314327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-17T20:31:37.325480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-17T20:31:37.325771] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-17T20:31:37.326522] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-17T20:31:37.326591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:37.326625] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:37.326651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:37.326706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:37.382317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:37.382933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:37.383011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:37.383046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:37.507732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:37.507919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:37.507959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:37.507987] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:37.511416] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-17T20:31:37.511707] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-17T20:31:37.511835] [INFO ] [sig       ] SKYY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:37.651895] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SKYY.txt
[2025-12-17T20:31:37.652026] [INFO ] [sig       ] [2910/3576] Completed SKYY in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:37.652064] [INFO ] [sig       ] [2911/3576] Forecasting SLAB...
[2025-12-17T20:31:37.652095] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-17T20:31:37.652124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-17T20:31:37.663669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-17T20:31:37.664004] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-17T20:31:37.664804] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-17T20:31:37.664855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:37.664887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:37.664917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:37.665005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:37.720997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:37.721785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:37.721864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:37.721896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:37.843394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:37.843537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:37.843592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:37.843624] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:37.846874] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-17T20:31:37.847147] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-17T20:31:37.847266] [INFO ] [sig       ] SLAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:37.986202] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLAB.txt
[2025-12-17T20:31:37.986349] [INFO ] [sig       ] [2911/3576] Completed SLAB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:37.986386] [INFO ] [sig       ] [2912/3576] Forecasting SLB...
[2025-12-17T20:31:37.986416] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-17T20:31:37.986454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-17T20:31:37.997063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-17T20:31:37.997331] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-17T20:31:37.998090] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-17T20:31:37.998140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:37.998171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:37.998197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:37.998252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:38.053417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:38.054028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:38.054104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:38.054135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:38.172703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:38.172841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:38.172880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:38.172908] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:38.176213] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=56.24%)
[2025-12-17T20:31:38.176480] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-17T20:31:38.176623] [INFO ] [sig       ] SLB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:38.315947] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLB.txt
[2025-12-17T20:31:38.316068] [INFO ] [sig       ] [2912/3576] Completed SLB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:38.316106] [INFO ] [sig       ] [2913/3576] Forecasting SLDB...
[2025-12-17T20:31:38.316135] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-17T20:31:38.316164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-17T20:31:38.327591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-17T20:31:38.327872] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-17T20:31:38.328650] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-17T20:31:38.328701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:38.328732] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:38.328759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:38.328819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:38.387387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:38.388019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:38.388121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:38.388156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:38.508479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:38.508647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:38.508689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:38.508718] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:38.512073] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-17T20:31:38.512344] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-17T20:31:38.512468] [INFO ] [sig       ] SLDB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:38.651036] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLDB.txt
[2025-12-17T20:31:38.651173] [INFO ] [sig       ] [2913/3576] Completed SLDB in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:38.651212] [INFO ] [sig       ] [2914/3576] Forecasting SLDP...
[2025-12-17T20:31:38.651243] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-17T20:31:38.651273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-17T20:31:38.663713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-17T20:31:38.664079] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-17T20:31:38.664876] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-17T20:31:38.664927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:38.664958] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:38.664983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:38.665037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:38.724440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:38.725364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:38.725449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:38.725482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:38.846122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:38.846269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:38.846315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:38.846345] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:38.849798] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-17T20:31:38.850108] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-17T20:31:38.850237] [INFO ] [sig       ] SLDP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:38.998809] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLDP.txt
[2025-12-17T20:31:38.998990] [INFO ] [sig       ] [2914/3576] Completed SLDP in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:38.999031] [INFO ] [sig       ] [2915/3576] Forecasting SLF...
[2025-12-17T20:31:38.999066] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-17T20:31:38.999097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-17T20:31:39.012441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-17T20:31:39.012846] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-17T20:31:39.013679] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-17T20:31:39.013731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:39.013763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:39.013791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:39.013849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:39.072570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:39.073606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:39.073687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:39.073718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:39.197769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:39.197927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:39.197969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:39.197998] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:39.201431] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-17T20:31:39.201734] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-17T20:31:39.201864] [INFO ] [sig       ] SLF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:39.340282] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLF.txt
[2025-12-17T20:31:39.340428] [INFO ] [sig       ] [2915/3576] Completed SLF in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:39.340466] [INFO ] [sig       ] [2916/3576] Forecasting SLG...
[2025-12-17T20:31:39.340497] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-17T20:31:39.340527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-17T20:31:39.351771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-17T20:31:39.352066] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-17T20:31:39.352846] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-17T20:31:39.352899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:39.352932] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:39.352960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:39.353016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:39.409344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:39.410154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:39.410236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:39.410270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:39.530373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:39.530526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:39.530566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:39.530613] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:39.533867] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=48.21%)
[2025-12-17T20:31:39.534135] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-17T20:31:39.534256] [INFO ] [sig       ] SLG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:39.670389] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLG.txt
[2025-12-17T20:31:39.670560] [INFO ] [sig       ] [2916/3576] Completed SLG in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-17T20:31:39.670621] [INFO ] [sig       ] [2917/3576] Forecasting SLGN...
[2025-12-17T20:31:39.670654] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-17T20:31:39.670685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-17T20:31:39.682729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-17T20:31:39.683094] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-17T20:31:39.683901] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-17T20:31:39.683953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:39.683984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:39.684010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:39.684066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:39.739601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:39.740183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:39.740260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:39.740291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:39.854780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:39.854922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:39.854960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:39.854988] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:39.858240] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2025-12-17T20:31:39.858506] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-17T20:31:39.858648] [INFO ] [sig       ] SLGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:39.994989] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLGN.txt
[2025-12-17T20:31:39.995097] [INFO ] [sig       ] [2917/3576] Completed SLGN in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:39.995133] [INFO ] [sig       ] [2918/3576] Forecasting SLM...
[2025-12-17T20:31:39.995162] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-17T20:31:39.995190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-17T20:31:40.007464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-17T20:31:40.007797] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-17T20:31:40.008555] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-17T20:31:40.008623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:40.008655] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:40.008681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:40.008737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:40.063189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:40.064026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:40.064105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:40.064135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:40.184483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:40.184636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:40.184675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:40.184703] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:40.187907] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-17T20:31:40.188179] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-17T20:31:40.188300] [INFO ] [sig       ] SLM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:40.325994] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLM.txt
[2025-12-17T20:31:40.326124] [INFO ] [sig       ] [2918/3576] Completed SLM in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:40.326359] [INFO ] [sig       ] [2919/3576] Forecasting SLN...
[2025-12-17T20:31:40.326388] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-17T20:31:40.326418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-17T20:31:40.337791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-17T20:31:40.338089] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-17T20:31:40.338872] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-17T20:31:40.338924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:40.338956] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:40.338983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:40.339037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:40.395674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:40.396464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:40.396542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:40.396592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:40.517480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:40.517645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:40.517686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:40.517713] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:40.521363] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2025-12-17T20:31:40.521651] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-17T20:31:40.521771] [INFO ] [sig       ] SLN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:40.660968] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLN.txt
[2025-12-17T20:31:40.661094] [INFO ] [sig       ] [2919/3576] Completed SLN in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:40.661133] [INFO ] [sig       ] [2920/3576] Forecasting SLNO...
[2025-12-17T20:31:40.661162] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-17T20:31:40.661191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-17T20:31:40.672310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-17T20:31:40.672612] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-17T20:31:40.673346] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-17T20:31:40.673397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:40.673453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:40.673482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:40.673538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:40.729375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:40.730238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:40.730324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:40.730355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:40.854115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:40.854272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:40.854310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:40.854339] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:40.857742] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-17T20:31:40.858013] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-17T20:31:40.858144] [INFO ] [sig       ] SLNO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:40.997769] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLNO.txt
[2025-12-17T20:31:40.997892] [INFO ] [sig       ] [2920/3576] Completed SLNO in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:40.997931] [INFO ] [sig       ] [2921/3576] Forecasting SLP...
[2025-12-17T20:31:40.997959] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-17T20:31:40.997990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-17T20:31:41.010082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-17T20:31:41.010381] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-17T20:31:41.011153] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-17T20:31:41.011214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:41.011246] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:41.011272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:41.011327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:41.066131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:41.066780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:41.066857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:41.066888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:41.185058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:41.185206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:41.185246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:41.185274] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:41.188534] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-17T20:31:41.188819] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-17T20:31:41.188967] [INFO ] [sig       ] SLP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:41.324456] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLP.txt
[2025-12-17T20:31:41.324595] [INFO ] [sig       ] [2921/3576] Completed SLP in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:41.324636] [INFO ] [sig       ] [2922/3576] Forecasting SLQD...
[2025-12-17T20:31:41.324665] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-17T20:31:41.324695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-17T20:31:41.335441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-17T20:31:41.335797] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-17T20:31:41.336605] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-17T20:31:41.336656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:41.336687] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:41.336712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:41.336766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:41.391475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:41.392139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:41.392218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:41.392249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:41.510486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:41.510653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:41.510694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:41.510723] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:41.514098] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=53.39%)
[2025-12-17T20:31:41.514374] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-17T20:31:41.514501] [INFO ] [sig       ] SLQD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:41.653538] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLQD.txt
[2025-12-17T20:31:41.653700] [INFO ] [sig       ] [2922/3576] Completed SLQD in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:41.653739] [INFO ] [sig       ] [2923/3576] Forecasting SLRC...
[2025-12-17T20:31:41.653769] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-17T20:31:41.653800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-17T20:31:41.665113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-17T20:31:41.665437] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-17T20:31:41.666191] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-17T20:31:41.666242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:41.666272] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:41.666298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:41.666353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:41.722697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:41.723490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:41.723590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:41.723627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:41.841871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:41.842013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:41.842060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:41.842130] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:41.845459] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-17T20:31:41.845744] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-17T20:31:41.845872] [INFO ] [sig       ] SLRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:41.985191] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLRC.txt
[2025-12-17T20:31:41.985310] [INFO ] [sig       ] [2923/3576] Completed SLRC in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:41.985348] [INFO ] [sig       ] [2924/3576] Forecasting SLS...
[2025-12-17T20:31:41.985377] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-17T20:31:41.985407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-17T20:31:41.996450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-17T20:31:41.996741] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-17T20:31:41.997508] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-17T20:31:41.997559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:41.997616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:41.997645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:41.997701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:42.052729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:42.053423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:42.053505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:42.053537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:42.171060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:42.171212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:42.171253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:42.171281] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:42.174668] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-12-17T20:31:42.174943] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-17T20:31:42.175072] [INFO ] [sig       ] SLS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:42.311017] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLS.txt
[2025-12-17T20:31:42.311158] [INFO ] [sig       ] [2924/3576] Completed SLS in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:42.311204] [INFO ] [sig       ] [2925/3576] Forecasting SLVM...
[2025-12-17T20:31:42.311233] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-17T20:31:42.311264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-17T20:31:42.322387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-17T20:31:42.322740] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-17T20:31:42.323600] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-17T20:31:42.323653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:42.323683] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:42.323709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:42.323764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:42.379281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:42.380118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:42.380202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:42.380233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:42.505851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:42.506010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:42.506051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:42.506081] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:42.512669] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-17T20:31:42.512969] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-17T20:31:42.513102] [INFO ] [sig       ] SLVM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:42.651318] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLVM.txt
[2025-12-17T20:31:42.651455] [INFO ] [sig       ] [2925/3576] Completed SLVM in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:42.651493] [INFO ] [sig       ] [2926/3576] Forecasting SLVO...
[2025-12-17T20:31:42.651523] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-17T20:31:42.651553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-17T20:31:42.663075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-17T20:31:42.663446] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-17T20:31:42.664327] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-17T20:31:42.664380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:42.664412] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:42.664439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:42.664494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:42.721439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:42.722281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:42.722363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:42.722395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:42.845036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:42.845192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:42.845231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:42.845259] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:42.848615] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-17T20:31:42.848933] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-17T20:31:42.849088] [INFO ] [sig       ] SLVO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:42.996738] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SLVO.txt
[2025-12-17T20:31:42.996885] [INFO ] [sig       ] [2926/3576] Completed SLVO in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:42.996924] [INFO ] [sig       ] [2927/3576] Forecasting SLXN...
[2025-12-17T20:31:42.996953] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-17T20:31:42.996984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-17T20:31:43.008300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-17T20:31:43.008665] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-17T20:31:43.011374] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-17T20:31:43.011516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:43.011583] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:43.011621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:43.011691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:43.067318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:43.068267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:43.068419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:43.068455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:43.189216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:43.189380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:43.189424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:43.189460] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:43.193043] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-17T20:31:43.193378] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-17T20:31:43.193526] [INFO ] [sig       ] SLXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:43.338136] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SLXN.txt
[2025-12-17T20:31:43.338287] [INFO ] [sig       ] [2927/3576] Completed SLXN in 0.3s | 2.93 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-17T20:31:43.338332] [INFO ] [sig       ] [2928/3576] Forecasting SM...
[2025-12-17T20:31:43.338364] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-17T20:31:43.338395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-17T20:31:43.352016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-17T20:31:43.352534] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-17T20:31:43.353649] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-17T20:31:43.353717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:43.353763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:43.353800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:43.353882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:43.412201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:43.413201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:43.413282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:43.413314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:43.532860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:43.533011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:43.533068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:43.533097] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:43.536483] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-17T20:31:43.536773] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-17T20:31:43.536896] [INFO ] [sig       ] SM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:43.677676] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SM.txt
[2025-12-17T20:31:43.677800] [INFO ] [sig       ] [2928/3576] Completed SM in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:43.677839] [INFO ] [sig       ] [2929/3576] Forecasting SMBC...
[2025-12-17T20:31:43.677867] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-17T20:31:43.677896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-17T20:31:43.688830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-17T20:31:43.689143] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-17T20:31:43.689903] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-17T20:31:43.689954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:43.689985] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:43.690012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:43.690067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:43.746128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:43.746896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:43.746977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:43.747008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:43.861777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:43.861920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:43.861956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:43.861984] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:43.865255] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-17T20:31:43.865519] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-17T20:31:43.865658] [INFO ] [sig       ] SMBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:44.004220] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMBC.txt
[2025-12-17T20:31:44.004354] [INFO ] [sig       ] [2929/3576] Completed SMBC in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:44.004393] [INFO ] [sig       ] [2930/3576] Forecasting SMBK...
[2025-12-17T20:31:44.004422] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-17T20:31:44.004451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-17T20:31:44.015295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-17T20:31:44.015591] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-17T20:31:44.016324] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-17T20:31:44.016374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:44.016405] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:44.016432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:44.016487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:44.072361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:44.073194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:44.073322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:44.073356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:44.193102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:44.193251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:44.193289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:44.193317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:44.196598] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-17T20:31:44.196866] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-17T20:31:44.196989] [INFO ] [sig       ] SMBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:44.340045] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMBK.txt
[2025-12-17T20:31:44.340217] [INFO ] [sig       ] [2930/3576] Completed SMBK in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:44.340262] [INFO ] [sig       ] [2931/3576] Forecasting SMCI...
[2025-12-17T20:31:44.340293] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-17T20:31:44.340323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-17T20:31:44.352462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-17T20:31:44.352911] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-17T20:31:44.353699] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-17T20:31:44.353750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:44.353782] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:44.353809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:44.353865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:44.408654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:44.409280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:44.409361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:44.409392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:44.536251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:44.536346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:44.536381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:44.536408] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:44.539506] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-17T20:31:44.539776] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-17T20:31:44.539900] [INFO ] [sig       ] SMCI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:44.679179] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMCI.txt
[2025-12-17T20:31:44.679323] [INFO ] [sig       ] [2931/3576] Completed SMCI in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:44.679363] [INFO ] [sig       ] [2932/3576] Forecasting SMCX...
[2025-12-17T20:31:44.679391] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-17T20:31:44.679421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-17T20:31:44.690914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-17T20:31:44.691172] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-17T20:31:44.691994] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-17T20:31:44.692046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:44.692090] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:44.692122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:44.692190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:44.747200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:44.747798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:44.747878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:44.747909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:44.874930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:44.875021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:44.875056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:44.875086] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:44.878170] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-12-17T20:31:44.878425] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-17T20:31:44.878545] [INFO ] [sig       ] SMCX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:45.015538] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMCX.txt
[2025-12-17T20:31:45.015658] [INFO ] [sig       ] [2932/3576] Completed SMCX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:45.015697] [INFO ] [sig       ] [2933/3576] Forecasting SMFG...
[2025-12-17T20:31:45.015726] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-17T20:31:45.015755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-17T20:31:45.027111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-17T20:31:45.027386] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-17T20:31:45.028167] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-17T20:31:45.028218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:45.028249] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:45.028275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:45.028330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:45.083396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:45.084009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:45.084084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:45.084116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:45.205556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:45.205722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:45.205761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:45.205789] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:45.209152] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-17T20:31:45.209430] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-17T20:31:45.209553] [INFO ] [sig       ] SMFG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:45.346387] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMFG.txt
[2025-12-17T20:31:45.346528] [INFO ] [sig       ] [2933/3576] Completed SMFG in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:45.346567] [INFO ] [sig       ] [2934/3576] Forecasting SMH...
[2025-12-17T20:31:45.346617] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-17T20:31:45.346654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-17T20:31:45.357756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-17T20:31:45.358070] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-17T20:31:45.358885] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-17T20:31:45.358946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:45.358978] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:45.359005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:45.359060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:45.414525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:45.415197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:45.415275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:45.415306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:45.538217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:45.538370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:45.538409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:45.538437] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:45.542175] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-17T20:31:45.542446] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-17T20:31:45.542569] [INFO ] [sig       ] SMH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:45.688459] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMH.txt
[2025-12-17T20:31:45.688607] [INFO ] [sig       ] [2934/3576] Completed SMH in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-17T20:31:45.688648] [INFO ] [sig       ] [2935/3576] Forecasting SMHI...
[2025-12-17T20:31:45.688676] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-17T20:31:45.688707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-17T20:31:45.699822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-17T20:31:45.700091] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-17T20:31:45.700871] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-17T20:31:45.700922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:45.700953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:45.700979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:45.701033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:45.760819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:45.761678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:45.761767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:45.761800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:45.875705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:45.875841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:45.875879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:45.875907] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:45.879212] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-17T20:31:45.879486] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-17T20:31:45.879627] [INFO ] [sig       ] SMHI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:46.016844] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMHI.txt
[2025-12-17T20:31:46.016960] [INFO ] [sig       ] [2935/3576] Completed SMHI in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:46.016997] [INFO ] [sig       ] [2936/3576] Forecasting SMHX...
[2025-12-17T20:31:46.017034] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-17T20:31:46.017065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-17T20:31:46.028405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-17T20:31:46.028711] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-17T20:31:46.029471] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-17T20:31:46.029522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:46.029554] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:46.029603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:46.029661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:46.084888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:46.085535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:46.085631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:46.085665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:46.207120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:46.207280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:46.207320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:46.207348] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:46.210830] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=46.63%)
[2025-12-17T20:31:46.211121] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-17T20:31:46.211262] [INFO ] [sig       ] SMHX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:46.351368] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMHX.txt
[2025-12-17T20:31:46.351519] [INFO ] [sig       ] [2936/3576] Completed SMHX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:46.351559] [INFO ] [sig       ] [2937/3576] Forecasting SMID...
[2025-12-17T20:31:46.351610] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-17T20:31:46.351641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-17T20:31:46.362538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-17T20:31:46.362901] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-17T20:31:46.363764] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-17T20:31:46.363822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:46.363921] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:46.363952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:46.364009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:46.421467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:46.422350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:46.422435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:46.422470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:46.528450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:46.528616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:46.528659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:46.528688] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:46.533104] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-17T20:31:46.533443] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-17T20:31:46.533613] [INFO ] [sig       ] SMID: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:46.670685] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMID.txt
[2025-12-17T20:31:46.670789] [INFO ] [sig       ] [2937/3576] Completed SMID in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:46.670827] [INFO ] [sig       ] [2938/3576] Forecasting SMPL...
[2025-12-17T20:31:46.670856] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-17T20:31:46.670885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-17T20:31:46.682081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-17T20:31:46.682353] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-17T20:31:46.683113] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-17T20:31:46.683180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:46.683223] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:46.683256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:46.683324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:46.737597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:46.738155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:46.738230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:46.738261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:46.854871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:46.855017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:46.855055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:46.855082] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:46.858346] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-17T20:31:46.858634] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-17T20:31:46.858756] [INFO ] [sig       ] SMPL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:46.995701] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMPL.txt
[2025-12-17T20:31:46.995865] [INFO ] [sig       ] [2938/3576] Completed SMPL in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:46.995907] [INFO ] [sig       ] [2939/3576] Forecasting SMTC...
[2025-12-17T20:31:46.995936] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-17T20:31:46.995966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-17T20:31:47.008102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-17T20:31:47.008438] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-17T20:31:47.009255] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-17T20:31:47.009307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:47.009339] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:47.009365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:47.009419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:47.064945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:47.065812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:47.065893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:47.065925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:47.184240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:47.184399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:47.184438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:47.184483] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:47.187808] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-12-17T20:31:47.188079] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-17T20:31:47.188208] [INFO ] [sig       ] SMTC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:47.327501] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMTC.txt
[2025-12-17T20:31:47.327639] [INFO ] [sig       ] [2939/3576] Completed SMTC in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:47.327679] [INFO ] [sig       ] [2940/3576] Forecasting SMTI...
[2025-12-17T20:31:47.327709] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-17T20:31:47.327739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-17T20:31:47.339021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-17T20:31:47.339283] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-17T20:31:47.340152] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-17T20:31:47.340214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:47.340253] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:47.340285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:47.340345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:47.396387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:47.397256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:47.397340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:47.397372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:47.513324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:47.513689] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:31:47.513730] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:47.513788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:47.517487] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-17T20:31:47.517776] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-17T20:31:47.517901] [INFO ] [sig       ] SMTI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:47.658490] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMTI.txt
[2025-12-17T20:31:47.658675] [INFO ] [sig       ] [2940/3576] Completed SMTI in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:47.658716] [INFO ] [sig       ] [2941/3576] Forecasting SMWB...
[2025-12-17T20:31:47.658744] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-17T20:31:47.658777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-17T20:31:47.670306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-17T20:31:47.670708] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-17T20:31:47.671502] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-17T20:31:47.671553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:47.671609] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:47.671637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:47.671692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:47.727117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:47.728083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:47.728179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:47.728230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:47.850944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:47.851107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:47.851152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:47.851185] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:47.854625] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=45.80%)
[2025-12-17T20:31:47.854924] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-17T20:31:47.855060] [INFO ] [sig       ] SMWB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:47.995885] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SMWB.txt
[2025-12-17T20:31:47.996033] [INFO ] [sig       ] [2941/3576] Completed SMWB in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:47.996073] [INFO ] [sig       ] [2942/3576] Forecasting SMX...
[2025-12-17T20:31:47.996102] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-17T20:31:47.996131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-17T20:31:48.007242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-17T20:31:48.007552] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-17T20:31:48.008311] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-17T20:31:48.008361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:48.008392] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:48.008418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:48.008474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:48.063197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:48.064051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:48.064133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:48.064168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:48.160935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:48.161090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:48.161128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:48.161157] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:48.164435] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=82.95%)
[2025-12-17T20:31:48.164721] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-17T20:31:48.164846] [INFO ] [sig       ] SMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:48.305209] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SMX.txt
[2025-12-17T20:31:48.305360] [INFO ] [sig       ] [2942/3576] Completed SMX in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:48.305399] [INFO ] [sig       ] [2943/3576] Forecasting SN...
[2025-12-17T20:31:48.305430] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-17T20:31:48.305462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-17T20:31:48.317786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-17T20:31:48.318119] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-17T20:31:48.318932] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-17T20:31:48.318983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:48.319014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:48.319051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:48.319108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:48.375764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:48.376457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:48.376540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:48.376589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:48.499791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:48.499956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:48.500020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:48.500058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:48.503957] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-17T20:31:48.504236] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-17T20:31:48.504362] [INFO ] [sig       ] SN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:48.655002] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SN.txt
[2025-12-17T20:31:48.655150] [INFO ] [sig       ] [2943/3576] Completed SN in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:48.655198] [INFO ] [sig       ] [2944/3576] Forecasting SNA...
[2025-12-17T20:31:48.655234] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-17T20:31:48.655271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-17T20:31:48.667341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-17T20:31:48.667901] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-17T20:31:48.668897] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-17T20:31:48.668951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:48.668982] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:48.669008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:48.669063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:48.724058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:48.724947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:48.725028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:48.725060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:48.842298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:48.842456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:48.842494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:48.842522] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:48.845868] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2025-12-17T20:31:48.846139] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-17T20:31:48.846265] [INFO ] [sig       ] SNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:48.989253] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SNA.txt
[2025-12-17T20:31:48.989414] [INFO ] [sig       ] [2944/3576] Completed SNA in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:48.989454] [INFO ] [sig       ] [2945/3576] Forecasting SNAP...
[2025-12-17T20:31:48.989483] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-17T20:31:48.989512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-17T20:31:49.001839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-17T20:31:49.002158] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-17T20:31:49.002966] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-17T20:31:49.003019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:49.003051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:49.003079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:49.003135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:49.060684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:49.061348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:49.061431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:49.061464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:49.180509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:49.180679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:49.180721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:49.180752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:49.184223] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-17T20:31:49.184523] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-17T20:31:49.184670] [INFO ] [sig       ] SNAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:49.322018] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNAP.txt
[2025-12-17T20:31:49.322148] [INFO ] [sig       ] [2945/3576] Completed SNAP in 0.3s | 2.93 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-17T20:31:49.322188] [INFO ] [sig       ] [2946/3576] Forecasting SNCY...
[2025-12-17T20:31:49.322218] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-17T20:31:49.322249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-17T20:31:49.333468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-17T20:31:49.333766] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-17T20:31:49.334504] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-17T20:31:49.334555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:49.334607] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:49.334635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:49.334691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:49.391172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:49.392063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:49.392148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:49.392183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:49.510778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:49.510936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:49.510976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:49.511004] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:49.514487] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-17T20:31:49.514781] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-17T20:31:49.514914] [INFO ] [sig       ] SNCY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:49.662169] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SNCY.txt
[2025-12-17T20:31:49.662403] [INFO ] [sig       ] [2946/3576] Completed SNCY in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:49.662467] [INFO ] [sig       ] [2947/3576] Forecasting SND...
[2025-12-17T20:31:49.662510] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-17T20:31:49.662561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-17T20:31:49.677106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-17T20:31:49.677537] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-17T20:31:49.678508] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-17T20:31:49.678569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:49.678633] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:49.678669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:49.678747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:49.745194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:49.746090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:49.746208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:49.746243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:49.866173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:49.866319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:49.866358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:49.866386] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:49.869756] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-17T20:31:49.870026] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-17T20:31:49.870148] [INFO ] [sig       ] SND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:50.009379] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SND.txt
[2025-12-17T20:31:50.009496] [INFO ] [sig       ] [2947/3576] Completed SND in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:50.009532] [INFO ] [sig       ] [2948/3576] Forecasting SNDL...
[2025-12-17T20:31:50.009562] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-17T20:31:50.009612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-17T20:31:50.020937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-17T20:31:50.021231] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-17T20:31:50.022039] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-17T20:31:50.022104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:50.022141] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:50.022169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:50.022227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:50.078238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:50.078894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:50.078976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:50.079011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:50.195276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:50.195419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:50.195458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:50.195487] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:50.198766] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-17T20:31:50.199059] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-17T20:31:50.199180] [INFO ] [sig       ] SNDL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:50.340309] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNDL.txt
[2025-12-17T20:31:50.340456] [INFO ] [sig       ] [2948/3576] Completed SNDL in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:50.340497] [INFO ] [sig       ] [2949/3576] Forecasting SNDX...
[2025-12-17T20:31:50.340526] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-17T20:31:50.340555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-17T20:31:50.352411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-17T20:31:50.352729] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-17T20:31:50.353513] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-17T20:31:50.353564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:50.353616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:50.353643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:50.353698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:50.409467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:50.410109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:50.410185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:50.410217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:50.533560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:50.533719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:50.533757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:50.533786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:50.537103] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2025-12-17T20:31:50.537373] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-17T20:31:50.537494] [INFO ] [sig       ] SNDX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:50.677085] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNDX.txt
[2025-12-17T20:31:50.677209] [INFO ] [sig       ] [2949/3576] Completed SNDX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:50.677256] [INFO ] [sig       ] [2950/3576] Forecasting SNES...
[2025-12-17T20:31:50.677290] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-17T20:31:50.677327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-17T20:31:50.688404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-17T20:31:50.688695] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-17T20:31:50.689453] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-17T20:31:50.689506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:50.689539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:50.689565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:50.689647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:50.746246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:50.747125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:50.747208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:50.747247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:50.868335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:50.868488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:50.868528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:50.868557] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:50.871921] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-17T20:31:50.872188] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-17T20:31:50.872313] [INFO ] [sig       ] SNES: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:51.011306] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SNES.txt
[2025-12-17T20:31:51.011466] [INFO ] [sig       ] [2950/3576] Completed SNES in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:51.011504] [INFO ] [sig       ] [2951/3576] Forecasting SNEX...
[2025-12-17T20:31:51.011534] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-17T20:31:51.011564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-17T20:31:51.022796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-17T20:31:51.023086] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-17T20:31:51.023880] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-17T20:31:51.023931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:51.023963] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:51.023989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:51.024043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:51.079892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:51.080477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:51.080553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:51.080603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:51.196426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:51.196596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:51.196636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:51.196664] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:51.199930] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-17T20:31:51.200195] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-17T20:31:51.200319] [INFO ] [sig       ] SNEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:51.337040] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNEX.txt
[2025-12-17T20:31:51.337151] [INFO ] [sig       ] [2951/3576] Completed SNEX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-17T20:31:51.337188] [INFO ] [sig       ] [2952/3576] Forecasting SNFCA...
[2025-12-17T20:31:51.337217] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-17T20:31:51.337247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-17T20:31:51.348547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-17T20:31:51.348844] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-17T20:31:51.349633] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-17T20:31:51.349682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:51.349713] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:51.349738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:51.349792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:51.405463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:51.406078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:51.406153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:51.406185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:51.523470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:51.523643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:51.523685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:51.523714] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:51.527066] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2025-12-17T20:31:51.527355] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-17T20:31:51.527492] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:51.667702] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SNFCA.txt
[2025-12-17T20:31:51.667847] [INFO ] [sig       ] [2952/3576] Completed SNFCA in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:51.667885] [INFO ] [sig       ] [2953/3576] Forecasting SNGX...
[2025-12-17T20:31:51.667914] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-17T20:31:51.667944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-17T20:31:51.679937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-17T20:31:51.680308] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-17T20:31:51.681092] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-17T20:31:51.681143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:51.681175] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:51.681201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:51.681266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:51.736872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:51.737751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:51.737835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:51.737867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:51.859356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:51.859529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:51.859590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:51.859623] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:51.863172] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-17T20:31:51.863441] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-17T20:31:51.863570] [INFO ] [sig       ] SNGX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:52.003637] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNGX.txt
[2025-12-17T20:31:52.003791] [INFO ] [sig       ] [2953/3576] Completed SNGX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:52.003831] [INFO ] [sig       ] [2954/3576] Forecasting SNN...
[2025-12-17T20:31:52.003861] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-17T20:31:52.003891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-17T20:31:52.015871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-17T20:31:52.016221] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-17T20:31:52.017007] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-17T20:31:52.017059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:52.017121] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:52.017149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:52.017219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:52.073900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:52.074786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:52.074877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:52.074910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:52.193062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:52.193216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:52.193256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:52.193284] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:52.196653] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-17T20:31:52.196932] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-17T20:31:52.197058] [INFO ] [sig       ] SNN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:52.334937] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SNN.txt
[2025-12-17T20:31:52.335085] [INFO ] [sig       ] [2954/3576] Completed SNN in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:52.335123] [INFO ] [sig       ] [2955/3576] Forecasting SNOA...
[2025-12-17T20:31:52.335154] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-17T20:31:52.335183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-17T20:31:52.346431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-17T20:31:52.346787] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-17T20:31:52.347521] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-17T20:31:52.347588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:52.347622] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:52.347648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:52.347703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:52.403230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:52.404089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:52.404175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:52.404208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:52.527927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:52.528083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:52.528124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:52.528152] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:52.531504] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-12-17T20:31:52.531796] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-17T20:31:52.531923] [INFO ] [sig       ] SNOA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:52.672662] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNOA.txt
[2025-12-17T20:31:52.672807] [INFO ] [sig       ] [2955/3576] Completed SNOA in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:52.672845] [INFO ] [sig       ] [2956/3576] Forecasting SNPS...
[2025-12-17T20:31:52.672874] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-17T20:31:52.672905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-17T20:31:52.685026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-17T20:31:52.685404] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-17T20:31:52.686169] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-17T20:31:52.686231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:52.686263] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:52.686289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:52.686349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:52.743795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:52.744676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:52.744771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:52.744805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:52.864433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:52.864603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:52.864644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:52.864671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:52.868008] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-17T20:31:52.868281] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-17T20:31:52.868407] [INFO ] [sig       ] SNPS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:53.005255] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNPS.txt
[2025-12-17T20:31:53.005385] [INFO ] [sig       ] [2956/3576] Completed SNPS in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:53.005423] [INFO ] [sig       ] [2957/3576] Forecasting SNTI...
[2025-12-17T20:31:53.005453] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-17T20:31:53.005483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-17T20:31:53.017424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-17T20:31:53.017833] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-17T20:31:53.018632] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-17T20:31:53.018684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:53.018717] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:53.018744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:53.018801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:53.074727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:53.075507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:53.075616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:53.075652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:53.202377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:53.202531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:53.202591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:53.202658] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:53.206117] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=95.89%)
[2025-12-17T20:31:53.206400] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-17T20:31:53.206531] [INFO ] [sig       ] SNTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:53.346556] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNTI.txt
[2025-12-17T20:31:53.346717] [INFO ] [sig       ] [2957/3576] Completed SNTI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:53.346756] [INFO ] [sig       ] [2958/3576] Forecasting SNX...
[2025-12-17T20:31:53.346787] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-17T20:31:53.346817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-17T20:31:53.358283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-17T20:31:53.358654] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-17T20:31:53.359434] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-17T20:31:53.359485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:53.359515] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:53.359541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:53.359613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:53.417467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:53.418346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:53.418440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:53.418474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:53.540649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:53.540804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:53.540844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:53.540873] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:53.544209] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=60.25%)
[2025-12-17T20:31:53.544484] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-17T20:31:53.544627] [INFO ] [sig       ] SNX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:53.688494] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNX.txt
[2025-12-17T20:31:53.688883] [INFO ] [sig       ] [2958/3576] Completed SNX in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:53.688957] [INFO ] [sig       ] [2959/3576] Forecasting SNY...
[2025-12-17T20:31:53.688990] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-17T20:31:53.689029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-17T20:31:53.704926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-17T20:31:53.705285] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-17T20:31:53.706323] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-17T20:31:53.706374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:53.706405] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:53.706431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:53.706491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:53.762227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:53.762939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:53.763063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:53.763097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:53.878292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:53.878436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:53.878475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:53.878503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:53.881953] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2025-12-17T20:31:53.882226] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-17T20:31:53.882353] [INFO ] [sig       ] SNY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:54.023397] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SNY.txt
[2025-12-17T20:31:54.023542] [INFO ] [sig       ] [2959/3576] Completed SNY in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:54.023641] [INFO ] [sig       ] [2960/3576] Forecasting SO...
[2025-12-17T20:31:54.023701] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-17T20:31:54.023734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-17T20:31:54.034845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-17T20:31:54.035157] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-17T20:31:54.035949] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-17T20:31:54.036000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:54.036031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:54.036067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:54.036123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:54.091868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:54.092449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:54.092560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:54.092610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:54.213506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:54.213659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:54.213698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:54.213725] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:54.217041] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=19.41%)
[2025-12-17T20:31:54.217315] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-17T20:31:54.217470] [INFO ] [sig       ] SO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:54.355914] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SO.txt
[2025-12-17T20:31:54.356035] [INFO ] [sig       ] [2960/3576] Completed SO in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:54.356073] [INFO ] [sig       ] [2961/3576] Forecasting SOCL...
[2025-12-17T20:31:54.356102] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-17T20:31:54.356132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-17T20:31:54.367043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-17T20:31:54.367332] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-17T20:31:54.368156] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-17T20:31:54.368209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:54.368241] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:54.368268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:54.368323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:54.424050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:54.424678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:54.424755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:54.424788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:54.535998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:54.536125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:54.536165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:54.536193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:54.539680] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=59.91%)
[2025-12-17T20:31:54.539948] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-17T20:31:54.540090] [INFO ] [sig       ] SOCL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:54.680634] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SOCL.txt
[2025-12-17T20:31:54.680786] [INFO ] [sig       ] [2961/3576] Completed SOCL in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:54.680825] [INFO ] [sig       ] [2962/3576] Forecasting SOFI...
[2025-12-17T20:31:54.680854] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-17T20:31:54.680884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-17T20:31:54.692933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-17T20:31:54.693327] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-17T20:31:54.694133] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-17T20:31:54.694186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:54.694218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:54.694245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:54.694300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:54.750685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:54.751537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:54.751667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:54.751720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:54.874702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:54.874864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:54.874910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:54.874944] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:54.878384] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-17T20:31:54.878705] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-17T20:31:54.878834] [INFO ] [sig       ] SOFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:55.019428] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOFI.txt
[2025-12-17T20:31:55.019785] [INFO ] [sig       ] [2962/3576] Completed SOFI in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:55.019827] [INFO ] [sig       ] [2963/3576] Forecasting SOGP...
[2025-12-17T20:31:55.019855] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-17T20:31:55.019885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-17T20:31:55.031124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-17T20:31:55.031452] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-17T20:31:55.032220] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-17T20:31:55.032271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:55.032302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:55.032329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:55.032389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:55.088355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:55.089196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:55.089276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:55.089309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:55.205363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:55.205526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:55.205599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:55.205632] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:55.208977] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-17T20:31:55.209261] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-17T20:31:55.209393] [INFO ] [sig       ] SOGP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:55.350124] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOGP.txt
[2025-12-17T20:31:55.350276] [INFO ] [sig       ] [2963/3576] Completed SOGP in 0.3s | 2.93 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-17T20:31:55.350316] [INFO ] [sig       ] [2964/3576] Forecasting SOJC...
[2025-12-17T20:31:55.350346] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-17T20:31:55.350376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-17T20:31:55.361770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-17T20:31:55.362075] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-17T20:31:55.362881] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-17T20:31:55.362934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:55.362967] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:55.362996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:55.363054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:55.418425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:55.419108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:55.419209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:55.419243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:55.537023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:55.537158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:55.537195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:55.537223] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:55.540549] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2025-12-17T20:31:55.540832] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-17T20:31:55.540951] [INFO ] [sig       ] SOJC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:55.679746] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SOJC.txt
[2025-12-17T20:31:55.679890] [INFO ] [sig       ] [2964/3576] Completed SOJC in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:55.679930] [INFO ] [sig       ] [2965/3576] Forecasting SOJD...
[2025-12-17T20:31:55.679959] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-17T20:31:55.679989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-17T20:31:55.691379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-17T20:31:55.691784] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-17T20:31:55.692541] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-17T20:31:55.692611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:55.692644] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:55.692670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:55.692725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:55.748541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:55.749434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:55.749544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:55.749605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:55.870906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:55.871050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:55.871089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:55.871117] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:55.874435] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=74.54%)
[2025-12-17T20:31:55.874744] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-17T20:31:55.874870] [INFO ] [sig       ] SOJD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:56.014717] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SOJD.txt
[2025-12-17T20:31:56.014866] [INFO ] [sig       ] [2965/3576] Completed SOJD in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:56.014916] [INFO ] [sig       ] [2966/3576] Forecasting SOJE...
[2025-12-17T20:31:56.014947] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-17T20:31:56.014977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-17T20:31:56.026348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-17T20:31:56.026729] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-17T20:31:56.027499] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-17T20:31:56.027550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:56.027610] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:56.027644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:56.027702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:56.082718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:56.083502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:56.083612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:56.083649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:56.203073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:56.203230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:56.203268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:56.203296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:56.206628] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-17T20:31:56.206906] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-17T20:31:56.207030] [INFO ] [sig       ] SOJE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:56.346411] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOJE.txt
[2025-12-17T20:31:56.346558] [INFO ] [sig       ] [2966/3576] Completed SOJE in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:56.346616] [INFO ] [sig       ] [2967/3576] Forecasting SON...
[2025-12-17T20:31:56.346648] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-17T20:31:56.346679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-17T20:31:56.357939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-17T20:31:56.358233] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-17T20:31:56.359050] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-17T20:31:56.359103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:56.359147] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:56.359177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:56.359238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:56.415281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:56.415981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:56.416077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:56.416109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:56.535980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:56.536117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:56.536155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:56.536185] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:56.539479] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-17T20:31:56.539772] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-17T20:31:56.539901] [INFO ] [sig       ] SON: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:56.678092] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SON.txt
[2025-12-17T20:31:56.678232] [INFO ] [sig       ] [2967/3576] Completed SON in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:56.678282] [INFO ] [sig       ] [2968/3576] Forecasting SONO...
[2025-12-17T20:31:56.678320] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-17T20:31:56.678361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-17T20:31:56.689880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-17T20:31:56.690175] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-17T20:31:56.690957] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-17T20:31:56.691009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:56.691041] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:56.691068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:56.691124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:56.747038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:56.747723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:56.747801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:56.747834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:56.869840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:56.869996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:56.870044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:56.870075] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:56.873415] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=46.36%)
[2025-12-17T20:31:56.873710] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-17T20:31:56.873830] [INFO ] [sig       ] SONO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:57.011100] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SONO.txt
[2025-12-17T20:31:57.011235] [INFO ] [sig       ] [2968/3576] Completed SONO in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:57.011272] [INFO ] [sig       ] [2969/3576] Forecasting SOPA...
[2025-12-17T20:31:57.011300] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-17T20:31:57.011332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-17T20:31:57.022770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-17T20:31:57.023080] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-17T20:31:57.023908] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-17T20:31:57.023961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:57.023993] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:57.024021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:57.024085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:57.079146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:57.079752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:57.079836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:57.079868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:57.200684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:57.200836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:57.200877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:57.200906] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:57.204260] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-17T20:31:57.204541] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-17T20:31:57.204701] [INFO ] [sig       ] SOPA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:57.343369] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SOPA.txt
[2025-12-17T20:31:57.343496] [INFO ] [sig       ] [2969/3576] Completed SOPA in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-17T20:31:57.343535] [INFO ] [sig       ] [2970/3576] Forecasting SOPH...
[2025-12-17T20:31:57.343565] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-17T20:31:57.343615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-17T20:31:57.354219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-17T20:31:57.354527] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-17T20:31:57.355276] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-17T20:31:57.355328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:57.355360] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:57.355387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:57.355444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:57.410736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:57.411316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:57.411395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:57.411427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:57.525176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:57.525323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:57.525363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:57.525393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:57.528711] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-17T20:31:57.528997] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-17T20:31:57.529121] [INFO ] [sig       ] SOPH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:57.667315] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOPH.txt
[2025-12-17T20:31:57.667435] [INFO ] [sig       ] [2970/3576] Completed SOPH in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:57.667484] [INFO ] [sig       ] [2971/3576] Forecasting SOUN...
[2025-12-17T20:31:57.667515] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-17T20:31:57.667545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-17T20:31:57.678995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-17T20:31:57.679284] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-17T20:31:57.680077] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-17T20:31:57.680127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:57.680182] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:57.680213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:57.680286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:57.737588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:57.738237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:57.738315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:57.738348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:57.855970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:57.856113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:57.856152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:57.856180] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:57.859434] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-17T20:31:57.859726] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-17T20:31:57.859849] [INFO ] [sig       ] SOUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:57.996462] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOUN.txt
[2025-12-17T20:31:57.996598] [INFO ] [sig       ] [2971/3576] Completed SOUN in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:57.996645] [INFO ] [sig       ] [2972/3576] Forecasting SOXQ...
[2025-12-17T20:31:57.996675] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-17T20:31:57.996704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-17T20:31:58.007824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-17T20:31:58.008146] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-17T20:31:58.008947] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-17T20:31:58.008998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:58.009029] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:58.009054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:58.009108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:58.064736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:58.065331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:58.065410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:58.065441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:58.188090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:58.188229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:58.188271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:58.188300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:58.191745] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-17T20:31:58.192010] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-17T20:31:58.192148] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:58.332606] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SOXQ.txt
[2025-12-17T20:31:58.332746] [INFO ] [sig       ] [2972/3576] Completed SOXQ in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:58.332796] [INFO ] [sig       ] [2973/3576] Forecasting SOXX...
[2025-12-17T20:31:58.332835] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-17T20:31:58.332865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-17T20:31:58.344892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-17T20:31:58.345185] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-17T20:31:58.346105] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-17T20:31:58.346156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:58.346188] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:58.346215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:58.346271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:58.401826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:58.402673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:58.402757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:58.402790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:58.521866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:58.522000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:58.522036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:58.522063] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:58.525292] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-17T20:31:58.525605] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-17T20:31:58.525728] [INFO ] [sig       ] SOXX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:58.664675] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SOXX.txt
[2025-12-17T20:31:58.664786] [INFO ] [sig       ] [2973/3576] Completed SOXX in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:58.664821] [INFO ] [sig       ] [2974/3576] Forecasting SPAI...
[2025-12-17T20:31:58.664851] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-17T20:31:58.664881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-17T20:31:58.676139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-17T20:31:58.676452] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-17T20:31:58.677271] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-17T20:31:58.677323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:58.677356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:58.677383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:58.677441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:58.732715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:58.733346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:58.733430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:58.733462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:58.849137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:58.849246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:58.849293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:58.849364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:58.852891] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-17T20:31:58.853206] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-17T20:31:58.853350] [INFO ] [sig       ] SPAI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:58.988828] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SPAI.txt
[2025-12-17T20:31:58.988964] [INFO ] [sig       ] [2974/3576] Completed SPAI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:58.989001] [INFO ] [sig       ] [2975/3576] Forecasting SPB...
[2025-12-17T20:31:58.989029] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-17T20:31:58.989060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-17T20:31:58.999917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-17T20:31:59.000210] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-17T20:31:59.001039] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-17T20:31:59.001091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:59.001124] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:59.001151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:59.001208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:59.057355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:59.058051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:59.058130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:59.058162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:59.178986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:59.179114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:59.179154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:59.179183] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:59.182510] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-17T20:31:59.182801] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-17T20:31:59.182923] [INFO ] [sig       ] SPB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:59.322276] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPB.txt
[2025-12-17T20:31:59.322399] [INFO ] [sig       ] [2975/3576] Completed SPB in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:59.322436] [INFO ] [sig       ] [2976/3576] Forecasting SPCB...
[2025-12-17T20:31:59.322465] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-17T20:31:59.322494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-17T20:31:59.333433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-17T20:31:59.333739] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-17T20:31:59.334489] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-17T20:31:59.334539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:59.334590] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:59.334621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:59.334678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:59.389839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:59.390441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:59.390535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:59.390568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:59.508685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:59.508821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:59.508883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:59.508915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:59.512224] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-17T20:31:59.512512] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-17T20:31:59.512665] [INFO ] [sig       ] SPCB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:31:59.650243] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SPCB.txt
[2025-12-17T20:31:59.650356] [INFO ] [sig       ] [2976/3576] Completed SPCB in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:59.650393] [INFO ] [sig       ] [2977/3576] Forecasting SPCE...
[2025-12-17T20:31:59.650421] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-17T20:31:59.650453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-17T20:31:59.661527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-17T20:31:59.661823] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-17T20:31:59.662593] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-17T20:31:59.662647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:59.662678] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:59.662704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:59.662759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:31:59.718194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:31:59.718828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:31:59.718920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:31:59.718952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:31:59.836263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:31:59.836392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:31:59.836430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:31:59.836461] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:31:59.839691] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=59.41%)
[2025-12-17T20:31:59.839961] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-17T20:31:59.840079] [INFO ] [sig       ] SPCE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:31:59.981946] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPCE.txt
[2025-12-17T20:31:59.982075] [INFO ] [sig       ] [2977/3576] Completed SPCE in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:31:59.982120] [INFO ] [sig       ] [2978/3576] Forecasting SPE...
[2025-12-17T20:31:59.982149] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-17T20:31:59.982188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-17T20:31:59.993651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-17T20:31:59.993945] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-17T20:31:59.994729] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-17T20:31:59.994779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:31:59.994819] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:31:59.994859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:31:59.994917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:00.051674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:00.052620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:00.052737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:00.052792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:00.175561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:00.175763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:00.175804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:00.175832] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:00.179236] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-17T20:32:00.179516] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-17T20:32:00.179687] [INFO ] [sig       ] SPE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:00.331869] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPE.txt
[2025-12-17T20:32:00.332084] [INFO ] [sig       ] [2978/3576] Completed SPE in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:32:00.332137] [INFO ] [sig       ] [2979/3576] Forecasting SPFI...
[2025-12-17T20:32:00.332175] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-17T20:32:00.332212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-17T20:32:00.344606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-17T20:32:00.344920] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-17T20:32:00.345727] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-17T20:32:00.345780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:00.345812] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:00.345839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:00.345895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:00.402988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:00.403881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:00.403973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:00.404006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:00.521227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:00.521380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:00.521420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:00.521447] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:00.524841] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-17T20:32:00.525122] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-17T20:32:00.525248] [INFO ] [sig       ] SPFI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:00.665463] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPFI.txt
[2025-12-17T20:32:00.665608] [INFO ] [sig       ] [2979/3576] Completed SPFI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:32:00.665648] [INFO ] [sig       ] [2980/3576] Forecasting SPG...
[2025-12-17T20:32:00.665678] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-17T20:32:00.665708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-17T20:32:00.676934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-17T20:32:00.677275] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-17T20:32:00.678100] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-17T20:32:00.678151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:00.678183] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:00.678209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:00.678264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:00.735550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:00.736315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:00.736398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:00.736429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:00.856101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:00.856260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:00.856299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:00.856326] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:00.859656] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=54.19%)
[2025-12-17T20:32:00.859935] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-17T20:32:00.860056] [INFO ] [sig       ] SPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:00.999228] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPG.txt
[2025-12-17T20:32:00.999378] [INFO ] [sig       ] [2980/3576] Completed SPG in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:32:00.999416] [INFO ] [sig       ] [2981/3576] Forecasting SPGI...
[2025-12-17T20:32:00.999448] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-17T20:32:00.999479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-17T20:32:01.010740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-17T20:32:01.011056] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-17T20:32:01.011861] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-17T20:32:01.011912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:01.011944] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:01.011972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:01.012029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:01.067423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:01.068242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:01.068359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:01.068393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:01.190141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:01.190308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:01.190348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:01.190377] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:01.194052] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-17T20:32:01.194455] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-17T20:32:01.194633] [INFO ] [sig       ] SPGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:01.336500] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SPGI.txt
[2025-12-17T20:32:01.336667] [INFO ] [sig       ] [2981/3576] Completed SPGI in 0.3s | 2.93 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-17T20:32:01.336707] [INFO ] [sig       ] [2982/3576] Forecasting SPH...
[2025-12-17T20:32:01.336737] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-17T20:32:01.336776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-17T20:32:01.348328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-17T20:32:01.348636] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-17T20:32:01.349427] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-17T20:32:01.349478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:01.349509] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:01.349536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:01.349612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:01.414564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:01.415835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:01.415976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:01.416028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:01.543994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:01.544152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:01.544193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:01.544221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:01.547532] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=91.29%)
[2025-12-17T20:32:01.547822] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-17T20:32:01.547947] [INFO ] [sig       ] SPH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:01.688377] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPH.txt
[2025-12-17T20:32:01.688517] [INFO ] [sig       ] [2982/3576] Completed SPH in 0.4s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-17T20:32:01.688555] [INFO ] [sig       ] [2983/3576] Forecasting SPOK...
[2025-12-17T20:32:01.688603] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-17T20:32:01.688635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-17T20:32:01.700279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-17T20:32:01.700567] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-17T20:32:01.701463] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-17T20:32:01.701528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:01.701565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:01.701624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:01.701686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:01.758048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:01.758957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:01.759043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:01.759076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:01.881235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:01.881405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:01.881451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:01.881481] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:01.884897] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-17T20:32:01.885216] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-17T20:32:01.885356] [INFO ] [sig       ] SPOK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:02.025355] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPOK.txt
[2025-12-17T20:32:02.025539] [INFO ] [sig       ] [2983/3576] Completed SPOK in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-17T20:32:02.025597] [INFO ] [sig       ] [2984/3576] Forecasting SPRC...
[2025-12-17T20:32:02.025632] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-17T20:32:02.025663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-17T20:32:02.037087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-17T20:32:02.037421] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-17T20:32:02.038230] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-17T20:32:02.038282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:02.038315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:02.038341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:02.038398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:02.097857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:02.098830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:02.098957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:02.098996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:02.219039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:02.219207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:02.219249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:02.219278] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:02.222808] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-17T20:32:02.223105] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-17T20:32:02.223252] [INFO ] [sig       ] SPRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:02.368224] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SPRC.txt
[2025-12-17T20:32:02.368394] [INFO ] [sig       ] [2984/3576] Completed SPRC in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-17T20:32:02.368436] [INFO ] [sig       ] [2985/3576] Forecasting SPRO...
[2025-12-17T20:32:02.368468] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-17T20:32:02.368500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-17T20:32:02.380933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-17T20:32:02.381276] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-17T20:32:02.382063] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-17T20:32:02.382114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:02.382145] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:02.382170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:02.382225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:02.436768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:02.437358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:02.437436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:02.437467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:02.558980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:02.559142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:02.559182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:02.559228] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:02.562620] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-17T20:32:02.562894] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-17T20:32:02.563020] [INFO ] [sig       ] SPRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:02.700243] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPRO.txt
[2025-12-17T20:32:02.700371] [INFO ] [sig       ] [2985/3576] Completed SPRO in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-17T20:32:02.700408] [INFO ] [sig       ] [2986/3576] Forecasting SPRX...
[2025-12-17T20:32:02.700437] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-17T20:32:02.700467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-17T20:32:02.715556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-17T20:32:02.715882] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-17T20:32:02.716681] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-17T20:32:02.716734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:02.716767] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:02.716795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:02.716853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:02.772788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:02.773415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:02.773492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:02.773528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:02.889837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:02.890112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:02.890162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:02.890193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:02.893799] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=58.32%)
[2025-12-17T20:32:02.894076] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-17T20:32:02.894200] [INFO ] [sig       ] SPRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:03.030259] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPRX.txt
[2025-12-17T20:32:03.030405] [INFO ] [sig       ] [2986/3576] Completed SPRX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-17T20:32:03.030445] [INFO ] [sig       ] [2987/3576] Forecasting SPRY...
[2025-12-17T20:32:03.030475] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-17T20:32:03.030505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-17T20:32:03.042655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-17T20:32:03.042990] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-17T20:32:03.043803] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-17T20:32:03.043855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:03.043889] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:03.043916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:03.043977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:03.099338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:03.100206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:03.100296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:03.100329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:03.219787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:03.219942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:03.219984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:03.220013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:03.223296] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-17T20:32:03.223567] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-17T20:32:03.223709] [INFO ] [sig       ] SPRY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:03.360154] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPRY.txt
[2025-12-17T20:32:03.360278] [INFO ] [sig       ] [2987/3576] Completed SPRY in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:03.360315] [INFO ] [sig       ] [2988/3576] Forecasting SPSC...
[2025-12-17T20:32:03.360344] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-17T20:32:03.360373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-17T20:32:03.372719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-17T20:32:03.373034] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-17T20:32:03.373823] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-17T20:32:03.373884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:03.373945] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:03.373974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:03.374033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:03.433395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:03.434160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:03.434241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:03.434275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:03.553697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:03.553860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:03.553904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:03.553935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:03.557505] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=36.43%)
[2025-12-17T20:32:03.557823] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-17T20:32:03.557951] [INFO ] [sig       ] SPSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:03.700720] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SPSC.txt
[2025-12-17T20:32:03.700850] [INFO ] [sig       ] [2988/3576] Completed SPSC in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:03.700888] [INFO ] [sig       ] [2989/3576] Forecasting SPWH...
[2025-12-17T20:32:03.700921] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-17T20:32:03.700954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-17T20:32:03.714536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-17T20:32:03.714893] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-17T20:32:03.715700] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-17T20:32:03.715752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:03.715783] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:03.715809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:03.715875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:03.774148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:03.774860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:03.774941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:03.774975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:03.898862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:03.899013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:03.899052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:03.899080] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:03.902443] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-17T20:32:03.902734] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-17T20:32:03.902865] [INFO ] [sig       ] SPWH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:04.040471] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPWH.txt
[2025-12-17T20:32:04.040641] [INFO ] [sig       ] [2989/3576] Completed SPWH in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:04.040690] [INFO ] [sig       ] [2990/3576] Forecasting SPXC...
[2025-12-17T20:32:04.040723] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-17T20:32:04.040754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-17T20:32:04.053028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-17T20:32:04.053316] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-17T20:32:04.054080] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-17T20:32:04.054131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:04.054162] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:04.054189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:04.054245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:04.110009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:04.110712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:04.110791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:04.110822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:04.236801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:04.236954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:04.236992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:04.237020] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:04.240541] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-17T20:32:04.240823] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-17T20:32:04.240945] [INFO ] [sig       ] SPXC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:04.379596] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPXC.txt
[2025-12-17T20:32:04.379746] [INFO ] [sig       ] [2990/3576] Completed SPXC in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:04.379784] [INFO ] [sig       ] [2991/3576] Forecasting SPXX...
[2025-12-17T20:32:04.379813] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-17T20:32:04.379844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-17T20:32:04.392275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-17T20:32:04.392615] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-17T20:32:04.393356] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-17T20:32:04.393418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:04.393450] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:04.393476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:04.393531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:04.449420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:04.450164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:04.450246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:04.450278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:04.569348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:04.569494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:04.569532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:04.569619] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:04.572987] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-17T20:32:04.573261] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-17T20:32:04.573388] [INFO ] [sig       ] SPXX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:04.711331] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SPXX.txt
[2025-12-17T20:32:04.711465] [INFO ] [sig       ] [2991/3576] Completed SPXX in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:04.711503] [INFO ] [sig       ] [2992/3576] Forecasting SQM...
[2025-12-17T20:32:04.711533] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-17T20:32:04.711563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-17T20:32:04.722991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-17T20:32:04.723284] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-17T20:32:04.724051] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-17T20:32:04.724103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:04.724134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:04.724161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:04.724215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:04.779233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:04.779966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:04.780044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:04.780076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:04.903218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:04.903332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:04.903372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:04.903401] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:04.906760] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-12-17T20:32:04.907030] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-17T20:32:04.907154] [INFO ] [sig       ] SQM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:05.047003] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SQM.txt
[2025-12-17T20:32:05.047162] [INFO ] [sig       ] [2992/3576] Completed SQM in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:05.047202] [INFO ] [sig       ] [2993/3576] Forecasting SQNS...
[2025-12-17T20:32:05.047232] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-17T20:32:05.047261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-17T20:32:05.059095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-17T20:32:05.059418] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-17T20:32:05.060315] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-17T20:32:05.060368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:05.060406] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:05.060435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:05.060500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:05.116490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:05.117163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:05.117243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:05.117276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:05.231735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:05.231878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:05.231915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:05.231944] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:05.235296] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-17T20:32:05.235561] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-17T20:32:05.235702] [INFO ] [sig       ] SQNS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:05.373180] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SQNS.txt
[2025-12-17T20:32:05.373302] [INFO ] [sig       ] [2993/3576] Completed SQNS in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:05.373339] [INFO ] [sig       ] [2994/3576] Forecasting SQQQ...
[2025-12-17T20:32:05.373368] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-17T20:32:05.373398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-17T20:32:05.384639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-17T20:32:05.384945] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-17T20:32:05.385740] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-17T20:32:05.385791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:05.385823] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:05.385850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:05.385908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:05.442890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:05.443492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:05.443587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:05.443624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:05.564022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:05.564169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:05.564209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:05.564238] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:05.567540] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2025-12-17T20:32:05.567834] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-17T20:32:05.567977] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:05.706140] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SQQQ.txt
[2025-12-17T20:32:05.706268] [INFO ] [sig       ] [2994/3576] Completed SQQQ in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:05.706306] [INFO ] [sig       ] [2995/3576] Forecasting SRAD...
[2025-12-17T20:32:05.706334] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-17T20:32:05.706363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-17T20:32:05.717712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-17T20:32:05.718028] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-17T20:32:05.718841] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-17T20:32:05.718917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:05.718952] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:05.718981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:05.719039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:05.775756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:05.776607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:05.776691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:05.776724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:05.893882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:05.894038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:05.894080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:05.894110] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:05.897559] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-17T20:32:05.897881] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-17T20:32:05.898010] [INFO ] [sig       ] SRAD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:06.034694] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SRAD.txt
[2025-12-17T20:32:06.034841] [INFO ] [sig       ] [2995/3576] Completed SRAD in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:06.034880] [INFO ] [sig       ] [2996/3576] Forecasting SRBK...
[2025-12-17T20:32:06.034910] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-17T20:32:06.034940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-17T20:32:06.045660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-17T20:32:06.045944] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-17T20:32:06.046723] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-17T20:32:06.046774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:06.046805] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:06.046832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:06.046887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:06.101965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:06.102619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:06.102697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:06.102728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:06.217989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:06.218132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:06.218170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:06.218198] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:06.221463] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2025-12-17T20:32:06.221765] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-17T20:32:06.221885] [INFO ] [sig       ] SRBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:06.360356] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SRBK.txt
[2025-12-17T20:32:06.360477] [INFO ] [sig       ] [2996/3576] Completed SRBK in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:06.360513] [INFO ] [sig       ] [2997/3576] Forecasting SRCE...
[2025-12-17T20:32:06.360541] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-17T20:32:06.360587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-17T20:32:06.371493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-17T20:32:06.371796] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-17T20:32:06.372541] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-17T20:32:06.372614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:06.372647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:06.372672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:06.372727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:06.428029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:06.428669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:06.428745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:06.428778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:06.545351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:06.545501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:06.545540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:06.545583] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:06.548875] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-17T20:32:06.549141] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-17T20:32:06.549261] [INFO ] [sig       ] SRCE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:06.685885] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SRCE.txt
[2025-12-17T20:32:06.686011] [INFO ] [sig       ] [2997/3576] Completed SRCE in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:06.686048] [INFO ] [sig       ] [2998/3576] Forecasting SRE...
[2025-12-17T20:32:06.686077] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-17T20:32:06.686108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-17T20:32:06.697089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-17T20:32:06.697394] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-17T20:32:06.698147] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-17T20:32:06.698198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:06.698230] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:06.698258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:06.698313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:06.753228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:06.753930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:06.754032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:06.754066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:06.868412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:06.868602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:06.868644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:06.868672] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:06.871964] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-17T20:32:06.872229] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-17T20:32:06.872350] [INFO ] [sig       ] SRE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:07.009848] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SRE.txt
[2025-12-17T20:32:07.009989] [INFO ] [sig       ] [2998/3576] Completed SRE in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:07.010028] [INFO ] [sig       ] [2999/3576] Forecasting SREA...
[2025-12-17T20:32:07.010057] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-17T20:32:07.010089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-17T20:32:07.021175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-17T20:32:07.021488] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-17T20:32:07.022247] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-17T20:32:07.022298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:07.022330] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:07.022357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:07.022411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:07.077968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:07.078569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:07.078662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:07.078694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:07.192275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:07.192432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:07.192471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:07.192500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:07.195782] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-17T20:32:07.196052] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-17T20:32:07.196173] [INFO ] [sig       ] SREA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:07.333519] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SREA.txt
[2025-12-17T20:32:07.333678] [INFO ] [sig       ] [2999/3576] Completed SREA in 0.3s | 2.93 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-17T20:32:07.333717] [INFO ] [sig       ] [3000/3576] Forecasting SRFM...
[2025-12-17T20:32:07.333748] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-17T20:32:07.333777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-17T20:32:07.348134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-17T20:32:07.348476] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-17T20:32:07.349264] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-17T20:32:07.349315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:07.349345] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:07.349371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:07.349425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:07.407122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:07.407948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:07.408029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:07.408062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:07.526113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:07.526265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:07.526305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:07.526333] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:07.529670] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2025-12-17T20:32:07.529953] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-17T20:32:07.530080] [INFO ] [sig       ] SRFM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:07.670021] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SRFM.txt
[2025-12-17T20:32:07.670154] [INFO ] [sig       ] [3000/3576] Completed SRFM in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-17T20:32:07.670194] [INFO ] [sig       ] [3001/3576] Forecasting SRG...
[2025-12-17T20:32:07.670223] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-17T20:32:07.670253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-17T20:32:07.682392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-17T20:32:07.682766] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-17T20:32:07.683536] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-17T20:32:07.683606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:07.683639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:07.683665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:07.683722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:07.738391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:07.739165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:07.739247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:07.739279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:07.857675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:07.857829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:07.857869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:07.857899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:07.861387] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=68.41%)
[2025-12-17T20:32:07.861697] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-17T20:32:07.861843] [INFO ] [sig       ] SRG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:08.005051] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SRG.txt
[2025-12-17T20:32:08.005218] [INFO ] [sig       ] [3001/3576] Completed SRG in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-17T20:32:08.005257] [INFO ] [sig       ] [3002/3576] Forecasting SRI...
[2025-12-17T20:32:08.005287] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-17T20:32:08.005317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-17T20:32:08.016639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-17T20:32:08.016920] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-17T20:32:08.017691] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-17T20:32:08.017741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:08.017782] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:08.017810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:08.017866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:08.072283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:08.072936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:08.073014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:08.073046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:08.190015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:08.190165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:08.190204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:08.190233] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:08.193502] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-17T20:32:08.193787] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-17T20:32:08.193908] [INFO ] [sig       ] SRI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:08.330084] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SRI.txt
[2025-12-17T20:32:08.330206] [INFO ] [sig       ] [3002/3576] Completed SRI in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-17T20:32:08.330242] [INFO ] [sig       ] [3003/3576] Forecasting SRRK...
[2025-12-17T20:32:08.330271] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-17T20:32:08.330302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-17T20:32:08.341531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-17T20:32:08.341818] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-17T20:32:08.342593] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-17T20:32:08.342644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:08.342675] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:08.342701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:08.342756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:08.397489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:08.398122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:08.398199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:08.398230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:08.517670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:08.517817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:08.517855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:08.517883] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:08.521225] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-17T20:32:08.521490] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-17T20:32:08.521630] [INFO ] [sig       ] SRRK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:08.659363] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SRRK.txt
[2025-12-17T20:32:08.659479] [INFO ] [sig       ] [3003/3576] Completed SRRK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-17T20:32:08.659517] [INFO ] [sig       ] [3004/3576] Forecasting SRTS...
[2025-12-17T20:32:08.659545] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-17T20:32:08.659592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-17T20:32:08.671647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-17T20:32:08.671941] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-17T20:32:08.672699] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-17T20:32:08.672749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:08.672781] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:08.672807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:08.672863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:08.728492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:08.729146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:08.729224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:08.729255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:08.845701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:08.845845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:08.845885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:08.845913] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:08.849219] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-12-17T20:32:08.849484] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-17T20:32:08.849626] [INFO ] [sig       ] SRTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:08.987469] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SRTS.txt
[2025-12-17T20:32:08.987609] [INFO ] [sig       ] [3004/3576] Completed SRTS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-17T20:32:08.987654] [INFO ] [sig       ] [3005/3576] Forecasting SSB...
[2025-12-17T20:32:08.987689] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-17T20:32:08.987726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-17T20:32:08.998916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-17T20:32:08.999214] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-17T20:32:09.000030] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-17T20:32:09.000080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:09.000145] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:09.000174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:09.000230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:09.058475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:09.059342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:09.059431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:09.059465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:09.179015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:09.179159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:09.179198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:09.179226] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:09.182561] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=53.43%)
[2025-12-17T20:32:09.182848] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-17T20:32:09.182968] [INFO ] [sig       ] SSB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:09.319056] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SSB.txt
[2025-12-17T20:32:09.319171] [INFO ] [sig       ] [3005/3576] Completed SSB in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:09.319226] [INFO ] [sig       ] [3006/3576] Forecasting SSD...
[2025-12-17T20:32:09.319256] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-17T20:32:09.319287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-17T20:32:09.330341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-17T20:32:09.330651] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-17T20:32:09.331395] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-17T20:32:09.331445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:09.331476] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:09.331502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:09.331557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:09.385929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:09.386526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:09.386621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:09.386655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:09.503253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:09.503395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:09.503434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:09.503461] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:09.506735] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-17T20:32:09.507001] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-17T20:32:09.507123] [INFO ] [sig       ] SSD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:09.647477] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SSD.txt
[2025-12-17T20:32:09.647611] [INFO ] [sig       ] [3006/3576] Completed SSD in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:09.647651] [INFO ] [sig       ] [3007/3576] Forecasting SSL...
[2025-12-17T20:32:09.647679] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-17T20:32:09.647714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-17T20:32:09.659194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-17T20:32:09.659473] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-17T20:32:09.660264] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-17T20:32:09.660316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:09.660347] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:09.660373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:09.660429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:09.716826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:09.717475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:09.717552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:09.717602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:09.840636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:09.840777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:09.840816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:09.840843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:09.844537] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-17T20:32:09.844817] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-17T20:32:09.844954] [INFO ] [sig       ] SSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:09.983096] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SSL.txt
[2025-12-17T20:32:09.983246] [INFO ] [sig       ] [3007/3576] Completed SSL in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:09.983289] [INFO ] [sig       ] [3008/3576] Forecasting SSNC...
[2025-12-17T20:32:09.983317] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-17T20:32:09.983350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-17T20:32:09.994245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-17T20:32:09.994531] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-17T20:32:09.995302] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-17T20:32:09.995352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:09.995383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:09.995408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:09.995464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:10.050935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:10.051796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:10.051878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:10.051910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:10.172011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:10.172159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:10.172206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:10.172268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:10.175605] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-17T20:32:10.175879] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-17T20:32:10.176004] [INFO ] [sig       ] SSNC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:10.313468] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SSNC.txt
[2025-12-17T20:32:10.313616] [INFO ] [sig       ] [3008/3576] Completed SSNC in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:10.313656] [INFO ] [sig       ] [3009/3576] Forecasting SSP...
[2025-12-17T20:32:10.313686] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-17T20:32:10.313722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-17T20:32:10.326042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-17T20:32:10.326407] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-17T20:32:10.327183] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-17T20:32:10.327235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:10.327267] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:10.327293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:10.327348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:10.382150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:10.382859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:10.382937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:10.382969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:10.496915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:10.497062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:10.497102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:10.497145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:10.500466] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-17T20:32:10.500748] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-17T20:32:10.500870] [INFO ] [sig       ] SSP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:10.638768] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SSP.txt
[2025-12-17T20:32:10.638907] [INFO ] [sig       ] [3009/3576] Completed SSP in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:10.638945] [INFO ] [sig       ] [3010/3576] Forecasting SSRM...
[2025-12-17T20:32:10.638974] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-17T20:32:10.639002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-17T20:32:10.650625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-17T20:32:10.650926] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-17T20:32:10.651724] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-17T20:32:10.651778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:10.651809] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:10.651835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:10.651891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:10.707949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:10.708551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:10.708644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:10.708676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:10.826743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:10.826870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:10.826907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:10.826939] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:10.830265] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-17T20:32:10.830529] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-17T20:32:10.830670] [INFO ] [sig       ] SSRM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:10.968471] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SSRM.txt
[2025-12-17T20:32:10.968617] [INFO ] [sig       ] [3010/3576] Completed SSRM in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:10.968656] [INFO ] [sig       ] [3011/3576] Forecasting SSSS...
[2025-12-17T20:32:10.968686] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-17T20:32:10.968718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-17T20:32:10.979113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-17T20:32:10.979403] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-17T20:32:10.980158] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-17T20:32:10.980208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:10.980239] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:10.980265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:10.980320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:11.034431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:11.035149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:11.035244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:11.035277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:11.156785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:11.156933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:11.156972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:11.156999] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:11.160266] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-17T20:32:11.160530] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-17T20:32:11.160670] [INFO ] [sig       ] SSSS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:11.296610] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SSSS.txt
[2025-12-17T20:32:11.296730] [INFO ] [sig       ] [3011/3576] Completed SSSS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:11.296770] [INFO ] [sig       ] [3012/3576] Forecasting SSTI...
[2025-12-17T20:32:11.296798] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-17T20:32:11.296827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-17T20:32:11.308364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-17T20:32:11.308673] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-17T20:32:11.309435] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-17T20:32:11.309485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:11.309517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:11.309542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:11.309620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:11.364121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:11.364726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:11.364807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:11.364839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:11.479600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:11.479734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:11.479770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:11.479799] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:11.483059] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-17T20:32:11.483320] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-17T20:32:11.483439] [INFO ] [sig       ] SSTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:11.677199] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SSTI.txt
[2025-12-17T20:32:11.677331] [INFO ] [sig       ] [3012/3576] Completed SSTI in 0.4s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:11.677370] [INFO ] [sig       ] [3013/3576] Forecasting SSTK...
[2025-12-17T20:32:11.677400] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-17T20:32:11.677429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-17T20:32:11.688332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-17T20:32:11.688631] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-17T20:32:11.689407] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-17T20:32:11.689457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:11.689499] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:11.689527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:11.689602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:11.745471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:11.746141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:11.746218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:11.746251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:11.864551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:11.864711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:11.864759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:11.864792] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:11.868067] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-17T20:32:11.868334] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-17T20:32:11.868458] [INFO ] [sig       ] SSTK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:12.010664] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SSTK.txt
[2025-12-17T20:32:12.010821] [INFO ] [sig       ] [3013/3576] Completed SSTK in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:12.010860] [INFO ] [sig       ] [3014/3576] Forecasting SSYS...
[2025-12-17T20:32:12.010890] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-17T20:32:12.010919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-17T20:32:12.022211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-17T20:32:12.022489] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-17T20:32:12.023255] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-17T20:32:12.023306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:12.023337] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:12.023364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:12.023419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:12.078696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:12.079326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:12.079416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:12.079450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:12.192693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:12.192839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:12.192878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:12.192906] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:12.196169] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-17T20:32:12.196432] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-17T20:32:12.196551] [INFO ] [sig       ] SSYS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:12.333901] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SSYS.txt
[2025-12-17T20:32:12.334031] [INFO ] [sig       ] [3014/3576] Completed SSYS in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:12.334069] [INFO ] [sig       ] [3015/3576] Forecasting STAA...
[2025-12-17T20:32:12.334099] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-17T20:32:12.334128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-17T20:32:12.348178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-17T20:32:12.348721] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-17T20:32:12.349531] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-17T20:32:12.349600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:12.349633] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:12.349660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:12.349714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:12.406656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:12.407556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:12.407697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:12.407733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:12.531268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:12.531433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:12.531473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:12.531501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:12.535380] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-17T20:32:12.535692] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-17T20:32:12.535837] [INFO ] [sig       ] STAA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:12.679992] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STAA.txt
[2025-12-17T20:32:12.680353] [INFO ] [sig       ] [3015/3576] Completed STAA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:12.680393] [INFO ] [sig       ] [3016/3576] Forecasting STAG...
[2025-12-17T20:32:12.680423] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-17T20:32:12.680453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-17T20:32:12.692332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-17T20:32:12.692729] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-17T20:32:12.693500] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-17T20:32:12.693552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:12.693602] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:12.693631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:12.693686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:12.750542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:12.751424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:12.751519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:12.751552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:12.874461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:12.874638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:12.874680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:12.874708] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:12.877951] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-12-17T20:32:12.878213] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-17T20:32:12.878331] [INFO ] [sig       ] STAG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:13.018987] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STAG.txt
[2025-12-17T20:32:13.019165] [INFO ] [sig       ] [3016/3576] Completed STAG in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:13.019207] [INFO ] [sig       ] [3017/3576] Forecasting STBA...
[2025-12-17T20:32:13.019247] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-17T20:32:13.019280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-17T20:32:13.031246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-17T20:32:13.031617] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-17T20:32:13.032409] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-17T20:32:13.032461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:13.032492] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:13.032520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:13.032599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:13.090757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:13.091701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:13.091801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:13.091834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:13.208268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:13.208425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:13.208466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:13.208494] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:13.211872] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-12-17T20:32:13.212183] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-17T20:32:13.212314] [INFO ] [sig       ] STBA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:13.354041] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STBA.txt
[2025-12-17T20:32:13.354245] [INFO ] [sig       ] [3017/3576] Completed STBA in 0.3s | 2.93 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-17T20:32:13.354292] [INFO ] [sig       ] [3018/3576] Forecasting STC...
[2025-12-17T20:32:13.354323] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-17T20:32:13.354354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-17T20:32:13.366560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-17T20:32:13.367001] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-17T20:32:13.367845] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-17T20:32:13.367896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:13.367937] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:13.367966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:13.368026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:13.428607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:13.432967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:13.433149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:13.433186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:13.551304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:13.551475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:13.551515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:13.551544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:13.554932] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-17T20:32:13.555197] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-17T20:32:13.555319] [INFO ] [sig       ] STC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:13.696363] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STC.txt
[2025-12-17T20:32:13.696554] [INFO ] [sig       ] [3018/3576] Completed STC in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-17T20:32:13.696615] [INFO ] [sig       ] [3019/3576] Forecasting STE...
[2025-12-17T20:32:13.696647] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-17T20:32:13.696678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-17T20:32:13.708345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-17T20:32:13.708747] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-17T20:32:13.709617] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-17T20:32:13.709682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:13.709727] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:13.709776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:13.709849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:13.768638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:13.769532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:13.769634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:13.769669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:13.890278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:13.890429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:13.890468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:13.890498] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:13.893983] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-17T20:32:13.894243] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-17T20:32:13.894364] [INFO ] [sig       ] STE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:14.032111] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STE.txt
[2025-12-17T20:32:14.032254] [INFO ] [sig       ] [3019/3576] Completed STE in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-17T20:32:14.032292] [INFO ] [sig       ] [3020/3576] Forecasting STEL...
[2025-12-17T20:32:14.032320] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-17T20:32:14.032351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-17T20:32:14.043524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-17T20:32:14.043868] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-17T20:32:14.044641] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-17T20:32:14.044692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:14.044723] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:14.044750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:14.044810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:14.102362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:14.103203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:14.103286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:14.103319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:14.227692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:14.227973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:14.228016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:14.228089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:14.231702] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=41.30%)
[2025-12-17T20:32:14.232016] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-17T20:32:14.232153] [INFO ] [sig       ] STEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:14.373567] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STEL.txt
[2025-12-17T20:32:14.373723] [INFO ] [sig       ] [3020/3576] Completed STEL in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-17T20:32:14.373762] [INFO ] [sig       ] [3021/3576] Forecasting STEM...
[2025-12-17T20:32:14.373791] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-17T20:32:14.373823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-17T20:32:14.385145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-17T20:32:14.385452] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-17T20:32:14.386212] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-17T20:32:14.386262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:14.386294] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:14.386320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:14.386375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:14.444446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:14.445265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:14.445347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:14.445380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:14.564305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:14.564462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:14.564501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:14.564529] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:14.568338] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-12-17T20:32:14.568627] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-17T20:32:14.568748] [INFO ] [sig       ] STEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:14.711456] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STEM.txt
[2025-12-17T20:32:14.711633] [INFO ] [sig       ] [3021/3576] Completed STEM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-17T20:32:14.711677] [INFO ] [sig       ] [3022/3576] Forecasting STEP...
[2025-12-17T20:32:14.711709] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-17T20:32:14.711739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-17T20:32:14.723462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-17T20:32:14.723867] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-17T20:32:14.724689] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-17T20:32:14.724744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:14.724808] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:14.724840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:14.724896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:14.783029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:14.783928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:14.784013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:14.784063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:14.900016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:14.900173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:14.900213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:14.900240] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:14.903535] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-17T20:32:14.903835] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-17T20:32:14.903961] [INFO ] [sig       ] STEP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:15.046625] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STEP.txt
[2025-12-17T20:32:15.046795] [INFO ] [sig       ] [3022/3576] Completed STEP in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:15.046840] [INFO ] [sig       ] [3023/3576] Forecasting STHO...
[2025-12-17T20:32:15.046870] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-17T20:32:15.046899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-17T20:32:15.058096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-17T20:32:15.058437] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-17T20:32:15.059231] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-17T20:32:15.059283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:15.059314] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:15.059340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:15.059394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:15.114987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:15.115826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:15.115906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:15.115938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:15.233902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:15.234061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:15.234101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:15.234130] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:15.237661] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-17T20:32:15.237945] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-17T20:32:15.238072] [INFO ] [sig       ] STHO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:15.379656] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STHO.txt
[2025-12-17T20:32:15.379810] [INFO ] [sig       ] [3023/3576] Completed STHO in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:15.379848] [INFO ] [sig       ] [3024/3576] Forecasting STI...
[2025-12-17T20:32:15.379878] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-17T20:32:15.379910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-17T20:32:15.391328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-17T20:32:15.391715] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-17T20:32:15.392524] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-17T20:32:15.392599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:15.392636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:15.392664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:15.392734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:15.450341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:15.451253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:15.451345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:15.451378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:15.576240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:15.576398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:15.576437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:15.576465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:15.579932] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-17T20:32:15.580250] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-17T20:32:15.580385] [INFO ] [sig       ] STI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:15.723966] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STI.txt
[2025-12-17T20:32:15.724105] [INFO ] [sig       ] [3024/3576] Completed STI in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:15.724143] [INFO ] [sig       ] [3025/3576] Forecasting STIM...
[2025-12-17T20:32:15.724172] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-17T20:32:15.724203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-17T20:32:15.737676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-17T20:32:15.738099] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-17T20:32:15.738924] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-17T20:32:15.738977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:15.739007] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:15.739034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:15.739088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:15.795151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:15.796106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:15.796199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:15.796236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:15.921051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:15.921395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:15.921434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:15.921494] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:15.924800] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-17T20:32:15.925092] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-17T20:32:15.925215] [INFO ] [sig       ] STIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:16.066198] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STIM.txt
[2025-12-17T20:32:16.066336] [INFO ] [sig       ] [3025/3576] Completed STIM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:16.066375] [INFO ] [sig       ] [3026/3576] Forecasting STK...
[2025-12-17T20:32:16.066405] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-17T20:32:16.066436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-17T20:32:16.077179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-17T20:32:16.077500] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-17T20:32:16.078300] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-17T20:32:16.078352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:16.078382] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:16.078408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:16.078466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:16.136172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:16.136943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:16.137023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:16.137055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:16.254523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:16.254691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:16.254732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:16.254761] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:16.258156] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-17T20:32:16.258425] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-17T20:32:16.258549] [INFO ] [sig       ] STK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:16.398159] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STK.txt
[2025-12-17T20:32:16.398309] [INFO ] [sig       ] [3026/3576] Completed STK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:16.398347] [INFO ] [sig       ] [3027/3576] Forecasting STKH...
[2025-12-17T20:32:16.398378] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-17T20:32:16.398408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-17T20:32:16.409275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-17T20:32:16.409584] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-17T20:32:16.410333] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-17T20:32:16.410384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:16.410414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:16.410440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:16.410495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:16.467518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:16.468332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:16.468413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:16.468447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:16.575294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:16.575445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:16.575483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:16.575511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:16.578830] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-17T20:32:16.579163] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-17T20:32:16.579290] [INFO ] [sig       ] STKH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:16.724823] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STKH.txt
[2025-12-17T20:32:16.725219] [INFO ] [sig       ] [3027/3576] Completed STKH in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:16.725275] [INFO ] [sig       ] [3028/3576] Forecasting STKL...
[2025-12-17T20:32:16.725309] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-17T20:32:16.725342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-17T20:32:16.737686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-17T20:32:16.738050] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-17T20:32:16.738892] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-17T20:32:16.738944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:16.738976] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:16.739003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:16.739059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:16.799692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:16.800547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:16.800649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:16.800683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:16.925996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:16.926151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:16.926192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:16.926219] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:16.929571] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-12-17T20:32:16.929867] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-17T20:32:16.930013] [INFO ] [sig       ] STKL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:17.069879] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STKL.txt
[2025-12-17T20:32:17.070031] [INFO ] [sig       ] [3028/3576] Completed STKL in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:17.070069] [INFO ] [sig       ] [3029/3576] Forecasting STKS...
[2025-12-17T20:32:17.070099] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-17T20:32:17.070128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-17T20:32:17.080946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-17T20:32:17.081248] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-17T20:32:17.082046] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-17T20:32:17.082097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:17.082129] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:17.082155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:17.082209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:17.139607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:17.140464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:17.140546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:17.140599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:17.262808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:17.262961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:17.263001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:17.263031] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:17.266411] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=35.64%)
[2025-12-17T20:32:17.266706] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-17T20:32:17.266834] [INFO ] [sig       ] STKS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:17.409211] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STKS.txt
[2025-12-17T20:32:17.409365] [INFO ] [sig       ] [3029/3576] Completed STKS in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:17.409407] [INFO ] [sig       ] [3030/3576] Forecasting STLA...
[2025-12-17T20:32:17.409438] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-17T20:32:17.409470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-17T20:32:17.421010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-17T20:32:17.421320] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-17T20:32:17.422103] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-17T20:32:17.422157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:17.422189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:17.422217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:17.422275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:17.479262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:17.480079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:17.480162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:17.480196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:17.600716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:17.600863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:17.600904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:17.600932] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:17.604371] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-17T20:32:17.604680] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-17T20:32:17.604815] [INFO ] [sig       ] STLA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:17.746881] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STLA.txt
[2025-12-17T20:32:17.747011] [INFO ] [sig       ] [3030/3576] Completed STLA in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:17.747048] [INFO ] [sig       ] [3031/3576] Forecasting STLD...
[2025-12-17T20:32:17.747077] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-17T20:32:17.747107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-17T20:32:17.758838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-17T20:32:17.759201] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-17T20:32:17.760018] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-17T20:32:17.760076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:17.760108] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:17.760134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:17.760190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:17.816128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:17.816838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:17.816930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:17.816969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:17.935666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:17.935815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:17.935855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:17.935884] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:17.939169] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-12-17T20:32:17.939434] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-17T20:32:17.939552] [INFO ] [sig       ] STLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:18.076996] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STLD.txt
[2025-12-17T20:32:18.077127] [INFO ] [sig       ] [3031/3576] Completed STLD in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:18.077164] [INFO ] [sig       ] [3032/3576] Forecasting STM...
[2025-12-17T20:32:18.077193] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-17T20:32:18.077224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-17T20:32:18.088490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-17T20:32:18.088808] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-17T20:32:18.089602] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-17T20:32:18.089652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:18.089683] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:18.089710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:18.089764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:18.145524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:18.146333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:18.146444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:18.146486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:18.269883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:18.270039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:18.270078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:18.270106] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:18.273377] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-17T20:32:18.273655] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-17T20:32:18.273776] [INFO ] [sig       ] STM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:18.415059] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STM.txt
[2025-12-17T20:32:18.415199] [INFO ] [sig       ] [3032/3576] Completed STM in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:18.415237] [INFO ] [sig       ] [3033/3576] Forecasting STN...
[2025-12-17T20:32:18.415266] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-17T20:32:18.415296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-17T20:32:18.426453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-17T20:32:18.426839] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-17T20:32:18.427705] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-17T20:32:18.427758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:18.427789] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:18.427816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:18.427873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:18.489327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:18.490323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:18.490414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:18.490447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:18.612086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:18.612256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:18.612297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:18.612326] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:18.616176] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-17T20:32:18.616563] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-17T20:32:18.616733] [INFO ] [sig       ] STN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:18.758031] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STN.txt
[2025-12-17T20:32:18.758179] [INFO ] [sig       ] [3033/3576] Completed STN in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:18.758217] [INFO ] [sig       ] [3034/3576] Forecasting STNE...
[2025-12-17T20:32:18.758247] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-17T20:32:18.758279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-17T20:32:18.770266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-17T20:32:18.770617] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-17T20:32:18.771389] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-17T20:32:18.771439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:18.771470] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:18.771497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:18.771552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:18.826040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:18.826690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:18.826767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:18.826798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:18.950899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:18.951062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:18.951101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:18.951128] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:18.954704] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-17T20:32:18.955089] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-17T20:32:18.955234] [INFO ] [sig       ] STNE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:19.095109] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STNE.txt
[2025-12-17T20:32:19.095243] [INFO ] [sig       ] [3034/3576] Completed STNE in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:19.095281] [INFO ] [sig       ] [3035/3576] Forecasting STOK...
[2025-12-17T20:32:19.095310] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-17T20:32:19.095340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-17T20:32:19.106499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-17T20:32:19.106822] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-17T20:32:19.107612] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-17T20:32:19.107662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:19.107693] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:19.107719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:19.107773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:19.163406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:19.164111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:19.164188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:19.164219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:19.289255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:19.289428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:19.289470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:19.289500] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:19.293006] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=63.65%)
[2025-12-17T20:32:19.293280] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-17T20:32:19.293402] [INFO ] [sig       ] STOK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:19.432030] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STOK.txt
[2025-12-17T20:32:19.432200] [INFO ] [sig       ] [3035/3576] Completed STOK in 0.3s | 2.93 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-17T20:32:19.432239] [INFO ] [sig       ] [3036/3576] Forecasting STRA...
[2025-12-17T20:32:19.432268] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-17T20:32:19.432298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-17T20:32:19.444609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-17T20:32:19.445055] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-17T20:32:19.445947] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-17T20:32:19.446002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:19.446036] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:19.446064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:19.446122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:19.503829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:19.504744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:19.504832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:19.504868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:19.624624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:19.624778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:19.624817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:19.624846] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:19.628168] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-17T20:32:19.628441] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-17T20:32:19.628568] [INFO ] [sig       ] STRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:19.787596] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STRA.txt
[2025-12-17T20:32:19.787808] [INFO ] [sig       ] [3036/3576] Completed STRA in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-17T20:32:19.787875] [INFO ] [sig       ] [3037/3576] Forecasting STRL...
[2025-12-17T20:32:19.787936] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-17T20:32:19.787997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-17T20:32:19.800957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-17T20:32:19.801390] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-17T20:32:19.802297] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-17T20:32:19.802365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:19.802399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:19.802426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:19.802482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:19.860848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:19.861760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:19.861851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:19.861887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:19.994247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:19.994417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:19.994475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:19.994515] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:19.998061] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2025-12-17T20:32:19.998359] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-17T20:32:19.998492] [INFO ] [sig       ] STRL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:20.147887] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STRL.txt
[2025-12-17T20:32:20.148091] [INFO ] [sig       ] [3037/3576] Completed STRL in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-17T20:32:20.148142] [INFO ] [sig       ] [3038/3576] Forecasting STRS...
[2025-12-17T20:32:20.148172] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-17T20:32:20.148202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-17T20:32:20.159304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-17T20:32:20.159735] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-17T20:32:20.160627] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-17T20:32:20.160682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:20.160714] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:20.160742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:20.160806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:20.221399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:20.222607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:20.222701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:20.222733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:20.316949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:20.317105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:20.317144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:20.317174] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:20.320541] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2025-12-17T20:32:20.320848] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-17T20:32:20.320989] [INFO ] [sig       ] STRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:20.471392] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STRS.txt
[2025-12-17T20:32:20.471541] [INFO ] [sig       ] [3038/3576] Completed STRS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-17T20:32:20.471599] [INFO ] [sig       ] [3039/3576] Forecasting STSS...
[2025-12-17T20:32:20.471632] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-17T20:32:20.471662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-17T20:32:20.483327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-17T20:32:20.483752] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-17T20:32:20.484719] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-17T20:32:20.484781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:20.484852] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:20.484888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:20.484982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:20.552377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:20.553265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:20.553349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:20.553384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:20.675727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:20.675886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:20.675956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:20.675994] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:20.679560] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-17T20:32:20.679873] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-17T20:32:20.680029] [INFO ] [sig       ] STSS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:20.822504] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STSS.txt
[2025-12-17T20:32:20.822672] [INFO ] [sig       ] [3039/3576] Completed STSS in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-17T20:32:20.822714] [INFO ] [sig       ] [3040/3576] Forecasting STTK...
[2025-12-17T20:32:20.822744] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-17T20:32:20.822774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-17T20:32:20.834160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-17T20:32:20.834466] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-17T20:32:20.835262] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-17T20:32:20.835314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:20.835346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:20.835372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:20.835428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:20.893949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:20.894837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:20.894919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:20.894951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:21.014092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:21.014246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:21.014286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:21.014314] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:21.017639] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-17T20:32:21.017914] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-17T20:32:21.018039] [INFO ] [sig       ] STTK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:21.154512] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STTK.txt
[2025-12-17T20:32:21.154690] [INFO ] [sig       ] [3040/3576] Completed STTK in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:21.154739] [INFO ] [sig       ] [3041/3576] Forecasting STVN...
[2025-12-17T20:32:21.154769] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-17T20:32:21.154798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-17T20:32:21.166384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-17T20:32:21.166713] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-17T20:32:21.167465] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-17T20:32:21.167516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:21.167548] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:21.167612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:21.167688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:21.223237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:21.224075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:21.224162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:21.224194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:21.340187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:21.340337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:21.340376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:21.340403] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:21.343720] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-17T20:32:21.344000] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-17T20:32:21.344126] [INFO ] [sig       ] STVN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:21.481672] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STVN.txt
[2025-12-17T20:32:21.481821] [INFO ] [sig       ] [3041/3576] Completed STVN in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:21.481858] [INFO ] [sig       ] [3042/3576] Forecasting STWD...
[2025-12-17T20:32:21.481888] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-17T20:32:21.481920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-17T20:32:21.493633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-17T20:32:21.493959] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-17T20:32:21.494728] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-17T20:32:21.494778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:21.494809] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:21.494839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:21.494894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:21.551122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:21.551774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:21.551854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:21.551888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:21.673173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:21.673352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:21.673397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:21.673465] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:21.676970] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-17T20:32:21.677293] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-17T20:32:21.677422] [INFO ] [sig       ] STWD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:21.832104] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STWD.txt
[2025-12-17T20:32:21.832232] [INFO ] [sig       ] [3042/3576] Completed STWD in 0.4s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:21.832269] [INFO ] [sig       ] [3043/3576] Forecasting STX...
[2025-12-17T20:32:21.832298] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-17T20:32:21.832328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-17T20:32:21.843660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-17T20:32:21.843936] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-17T20:32:21.844707] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-17T20:32:21.844758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:21.844797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:21.844823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:21.844878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:21.901764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:21.902410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:21.902490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:21.902531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:22.024644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:22.024791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:22.024829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:22.024857] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:22.028143] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-17T20:32:22.028406] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-17T20:32:22.028528] [INFO ] [sig       ] STX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:22.166075] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STX.txt
[2025-12-17T20:32:22.166211] [INFO ] [sig       ] [3043/3576] Completed STX in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:22.166250] [INFO ] [sig       ] [3044/3576] Forecasting STXE...
[2025-12-17T20:32:22.166280] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-17T20:32:22.166310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-17T20:32:22.177176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-17T20:32:22.177527] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-17T20:32:22.178331] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-17T20:32:22.178384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:22.178417] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:22.178444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:22.178503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:22.235278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:22.236119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:22.236202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:22.236235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:22.343313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:22.343471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:22.343527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:22.343556] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:22.346886] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-17T20:32:22.347161] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-17T20:32:22.347286] [INFO ] [sig       ] STXE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:22.492288] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/STXE.txt
[2025-12-17T20:32:22.492450] [INFO ] [sig       ] [3044/3576] Completed STXE in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:22.492492] [INFO ] [sig       ] [3045/3576] Forecasting STXG...
[2025-12-17T20:32:22.492524] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-17T20:32:22.492559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-17T20:32:22.504034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-17T20:32:22.504378] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-17T20:32:22.505186] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-17T20:32:22.505238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:22.505269] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:22.505295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:22.505350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:22.560516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:22.561374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:22.561464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:22.561503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:22.670219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:22.670378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:22.670417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:22.670445] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:22.673876] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-17T20:32:22.674195] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-17T20:32:22.674324] [INFO ] [sig       ] STXG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:22.814018] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/STXG.txt
[2025-12-17T20:32:22.814186] [INFO ] [sig       ] [3045/3576] Completed STXG in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:22.814224] [INFO ] [sig       ] [3046/3576] Forecasting SUI...
[2025-12-17T20:32:22.814254] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-17T20:32:22.814285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-17T20:32:22.825922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-17T20:32:22.826294] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-17T20:32:22.827115] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-17T20:32:22.827173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:22.827210] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:22.827239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:22.827297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:22.886377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:22.887279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:22.887362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:22.887396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:23.010738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:23.010896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:23.010935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:23.010962] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:23.014294] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2025-12-17T20:32:23.014603] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-17T20:32:23.014742] [INFO ] [sig       ] SUI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:23.156026] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SUI.txt
[2025-12-17T20:32:23.156175] [INFO ] [sig       ] [3046/3576] Completed SUI in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:23.156215] [INFO ] [sig       ] [3047/3576] Forecasting SUN...
[2025-12-17T20:32:23.156245] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-17T20:32:23.156276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-17T20:32:23.167770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-17T20:32:23.168029] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-17T20:32:23.168814] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-17T20:32:23.168893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:23.168926] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:23.168951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:23.169012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:23.224344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:23.225185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:23.225267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:23.225301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:23.342159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:23.342309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:23.342348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:23.342375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:23.345707] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-17T20:32:23.345983] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-17T20:32:23.346113] [INFO ] [sig       ] SUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:23.482795] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SUN.txt
[2025-12-17T20:32:23.482920] [INFO ] [sig       ] [3047/3576] Completed SUN in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:23.482957] [INFO ] [sig       ] [3048/3576] Forecasting SUNS...
[2025-12-17T20:32:23.482985] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-17T20:32:23.483016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-17T20:32:23.494386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-17T20:32:23.494708] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-17T20:32:23.495451] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-17T20:32:23.495501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:23.495544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:23.495592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:23.495651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:23.551215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:23.551955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:23.552038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:23.552072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:23.669904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:23.670061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:23.670110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:23.670145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:23.673553] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-17T20:32:23.673841] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-17T20:32:23.673967] [INFO ] [sig       ] SUNS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:23.818378] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SUNS.txt
[2025-12-17T20:32:23.818501] [INFO ] [sig       ] [3048/3576] Completed SUNS in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:23.818539] [INFO ] [sig       ] [3049/3576] Forecasting SUPN...
[2025-12-17T20:32:23.818568] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-17T20:32:23.818617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-17T20:32:23.830232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-17T20:32:23.830515] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-17T20:32:23.831322] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-17T20:32:23.831374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:23.831405] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:23.831434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:23.831491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:23.888412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:23.889158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:23.889269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:23.889314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:24.012095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:24.012257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:24.012299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:24.012328] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:24.015726] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-17T20:32:24.016000] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-17T20:32:24.016128] [INFO ] [sig       ] SUPN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:24.160254] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SUPN.txt
[2025-12-17T20:32:24.160383] [INFO ] [sig       ] [3049/3576] Completed SUPN in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:24.160421] [INFO ] [sig       ] [3050/3576] Forecasting SURG...
[2025-12-17T20:32:24.160451] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-17T20:32:24.160481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-17T20:32:24.171773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-17T20:32:24.172084] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-17T20:32:24.172882] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-17T20:32:24.172934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:24.172966] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:24.172992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:24.173050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:24.230554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:24.231377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:24.231462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:24.231495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:24.349052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:24.349207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:24.349245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:24.349273] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:24.352626] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2025-12-17T20:32:24.352887] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-17T20:32:24.353012] [INFO ] [sig       ] SURG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:24.496822] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SURG.txt
[2025-12-17T20:32:24.496962] [INFO ] [sig       ] [3050/3576] Completed SURG in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:24.497003] [INFO ] [sig       ] [3051/3576] Forecasting SUSB...
[2025-12-17T20:32:24.497034] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-17T20:32:24.497066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-17T20:32:24.508588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-17T20:32:24.508891] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-17T20:32:24.509677] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-17T20:32:24.509729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:24.509760] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:24.509786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:24.509841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:24.569517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:24.570318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:24.570399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:24.570433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:24.690942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:24.691092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:24.691132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:24.691161] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:24.694546] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-17T20:32:24.694838] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-17T20:32:24.694966] [INFO ] [sig       ] SUSB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:24.833872] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SUSB.txt
[2025-12-17T20:32:24.833994] [INFO ] [sig       ] [3051/3576] Completed SUSB in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:24.834031] [INFO ] [sig       ] [3052/3576] Forecasting SUSC...
[2025-12-17T20:32:24.834070] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-17T20:32:24.834103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-17T20:32:24.845084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-17T20:32:24.845371] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-17T20:32:24.846140] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-17T20:32:24.846191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:24.846223] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:24.846249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:24.846304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:24.901809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:24.902496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:24.902592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:24.902627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:25.020872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:25.021025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:25.021064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:25.021094] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:25.024454] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=81.06%)
[2025-12-17T20:32:25.024751] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-17T20:32:25.024881] [INFO ] [sig       ] SUSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:25.169912] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SUSC.txt
[2025-12-17T20:32:25.170076] [INFO ] [sig       ] [3052/3576] Completed SUSC in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:25.170120] [INFO ] [sig       ] [3053/3576] Forecasting SUSL...
[2025-12-17T20:32:25.170150] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-17T20:32:25.170180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-17T20:32:25.181157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-17T20:32:25.181465] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-17T20:32:25.182242] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-17T20:32:25.182293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:25.182325] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:25.182352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:25.182408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:25.239472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:25.240397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:25.240482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:25.240515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:25.356645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:25.356799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:25.356841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:25.356870] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:25.360331] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=10.42%)
[2025-12-17T20:32:25.360621] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-17T20:32:25.360748] [INFO ] [sig       ] SUSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:25.501371] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SUSL.txt
[2025-12-17T20:32:25.501508] [INFO ] [sig       ] [3053/3576] Completed SUSL in 0.3s | 2.93 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-17T20:32:25.501546] [INFO ] [sig       ] [3054/3576] Forecasting SUUN...
[2025-12-17T20:32:25.501593] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-17T20:32:25.501627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-17T20:32:25.512690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-17T20:32:25.512968] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-17T20:32:25.513725] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-17T20:32:25.513775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:25.513805] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:25.513832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:25.513886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:25.569526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:25.570154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:25.570232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:25.570263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:25.690656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:25.690790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:25.690828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:25.690856] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:25.694148] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-17T20:32:25.694422] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-17T20:32:25.694543] [INFO ] [sig       ] SUUN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:25.834039] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SUUN.txt
[2025-12-17T20:32:25.834211] [INFO ] [sig       ] [3054/3576] Completed SUUN in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-17T20:32:25.834250] [INFO ] [sig       ] [3055/3576] Forecasting SUZ...
[2025-12-17T20:32:25.834280] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-17T20:32:25.834310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-17T20:32:25.845910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-17T20:32:25.846282] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-17T20:32:25.847102] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-17T20:32:25.847179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:25.847231] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:25.847274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:25.847351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:25.911618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:25.912458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:25.912544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:25.912595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:26.045641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:26.045774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:26.045813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:26.045856] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:26.049160] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-17T20:32:26.049438] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-17T20:32:26.049561] [INFO ] [sig       ] SUZ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:26.187904] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SUZ.txt
[2025-12-17T20:32:26.188030] [INFO ] [sig       ] [3055/3576] Completed SUZ in 0.4s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-17T20:32:26.188067] [INFO ] [sig       ] [3056/3576] Forecasting SVC...
[2025-12-17T20:32:26.188098] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-17T20:32:26.188130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-17T20:32:26.199424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-17T20:32:26.199712] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-17T20:32:26.200478] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-17T20:32:26.200528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:26.200603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:26.200633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:26.200689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:26.256733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:26.257590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:26.257672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:26.257706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:26.374668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:26.374815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:26.374853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:26.374881] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:26.378247] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-17T20:32:26.378517] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-17T20:32:26.378655] [INFO ] [sig       ] SVC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:26.520275] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SVC.txt
[2025-12-17T20:32:26.520432] [INFO ] [sig       ] [3056/3576] Completed SVC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-17T20:32:26.520472] [INFO ] [sig       ] [3057/3576] Forecasting SVCO...
[2025-12-17T20:32:26.520503] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-17T20:32:26.520533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-17T20:32:26.531846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-17T20:32:26.532234] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-17T20:32:26.533014] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-17T20:32:26.533064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:26.533095] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:26.533121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:26.533176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:26.589240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:26.590114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:26.590215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:26.590248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:26.710091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:26.710253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:26.710295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:26.710323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:26.713740] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-17T20:32:26.714011] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-17T20:32:26.714134] [INFO ] [sig       ] SVCO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:26.866858] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SVCO.txt
[2025-12-17T20:32:26.867009] [INFO ] [sig       ] [3057/3576] Completed SVCO in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:26.867047] [INFO ] [sig       ] [3058/3576] Forecasting SVRA...
[2025-12-17T20:32:26.867078] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-17T20:32:26.867109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-17T20:32:26.878237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-17T20:32:26.878660] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-17T20:32:26.879480] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-17T20:32:26.879533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:26.879565] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:26.879625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:26.879682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:26.936024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:26.936909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:26.936993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:26.937026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:27.053742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:27.053886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:27.053922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:27.053949] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:27.057242] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=73.90%)
[2025-12-17T20:32:27.057521] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-17T20:32:27.057665] [INFO ] [sig       ] SVRA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:27.195355] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SVRA.txt
[2025-12-17T20:32:27.195482] [INFO ] [sig       ] [3058/3576] Completed SVRA in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:27.195519] [INFO ] [sig       ] [3059/3576] Forecasting SWBI...
[2025-12-17T20:32:27.195547] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-17T20:32:27.195593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-17T20:32:27.207095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-17T20:32:27.207383] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-17T20:32:27.208149] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-17T20:32:27.208199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:27.208230] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:27.208267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:27.208323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:27.263481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:27.264063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:27.264139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:27.264173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:27.379548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:27.379691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:27.379730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:27.379786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:27.383055] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-17T20:32:27.383320] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-17T20:32:27.383440] [INFO ] [sig       ] SWBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:27.521899] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SWBI.txt
[2025-12-17T20:32:27.522021] [INFO ] [sig       ] [3059/3576] Completed SWBI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:27.522058] [INFO ] [sig       ] [3060/3576] Forecasting SWIM...
[2025-12-17T20:32:27.522087] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-17T20:32:27.522116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-17T20:32:27.533347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-17T20:32:27.533610] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-17T20:32:27.534344] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-17T20:32:27.534394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:27.534425] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:27.534451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:27.534506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:27.590667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:27.591272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:27.591351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:27.591383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:27.710763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:27.710891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:27.710929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:27.710957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:27.714153] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-12-17T20:32:27.714412] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-17T20:32:27.714531] [INFO ] [sig       ] SWIM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:27.854309] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SWIM.txt
[2025-12-17T20:32:27.854436] [INFO ] [sig       ] [3060/3576] Completed SWIM in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:27.854475] [INFO ] [sig       ] [3061/3576] Forecasting SWK...
[2025-12-17T20:32:27.854506] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-17T20:32:27.854535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-17T20:32:27.866526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-17T20:32:27.866866] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-17T20:32:27.867672] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-17T20:32:27.867723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:27.867755] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:27.867780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:27.867835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:27.924151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:27.925062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:27.925147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:27.925178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:28.041495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:28.041670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:28.041711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:28.041740] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:28.045071] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-17T20:32:28.045342] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-17T20:32:28.045468] [INFO ] [sig       ] SWK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:28.180980] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SWK.txt
[2025-12-17T20:32:28.181103] [INFO ] [sig       ] [3061/3576] Completed SWK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:28.181146] [INFO ] [sig       ] [3062/3576] Forecasting SWKS...
[2025-12-17T20:32:28.181180] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-17T20:32:28.181217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-17T20:32:28.192618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-17T20:32:28.192900] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-17T20:32:28.193689] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-17T20:32:28.193740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:28.193772] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:28.193798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:28.193853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:28.249217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:28.249849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:28.249934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:28.249964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:28.367012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:28.367177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:28.367224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:28.367258] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:28.370688] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-17T20:32:28.370959] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-17T20:32:28.371084] [INFO ] [sig       ] SWKS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:28.512486] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SWKS.txt
[2025-12-17T20:32:28.512657] [INFO ] [sig       ] [3062/3576] Completed SWKS in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:28.512699] [INFO ] [sig       ] [3063/3576] Forecasting SWX...
[2025-12-17T20:32:28.512729] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-17T20:32:28.512765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-17T20:32:28.523859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-17T20:32:28.524175] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-17T20:32:28.524949] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-17T20:32:28.525000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:28.525031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:28.525057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:28.525118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:28.581044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:28.581721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:28.581799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:28.581830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:28.700835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:28.700985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:28.701023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:28.701051] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:28.704385] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=65.45%)
[2025-12-17T20:32:28.704669] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-17T20:32:28.704791] [INFO ] [sig       ] SWX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:28.842293] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SWX.txt
[2025-12-17T20:32:28.842413] [INFO ] [sig       ] [3063/3576] Completed SWX in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:28.842451] [INFO ] [sig       ] [3064/3576] Forecasting SWZ...
[2025-12-17T20:32:28.842480] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-17T20:32:28.842510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-17T20:32:28.853163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-17T20:32:28.853462] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-17T20:32:28.854227] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-17T20:32:28.854278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:28.854309] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:28.854334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:28.854392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:28.910072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:28.910797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:28.910875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:28.910906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:29.017496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:29.017659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:29.017698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:29.017726] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:29.021141] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-17T20:32:29.021427] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-17T20:32:29.021546] [INFO ] [sig       ] SWZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:29.160044] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SWZ.txt
[2025-12-17T20:32:29.160199] [INFO ] [sig       ] [3064/3576] Completed SWZ in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:29.160246] [INFO ] [sig       ] [3065/3576] Forecasting SXC...
[2025-12-17T20:32:29.160282] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-17T20:32:29.160322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-17T20:32:29.172002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-17T20:32:29.172460] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-17T20:32:29.173493] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-17T20:32:29.173554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:29.173615] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:29.173654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:29.173736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:29.240684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:29.241610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:29.241697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:29.241730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:29.362816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:29.362964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:29.363004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:29.363032] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:29.366325] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-17T20:32:29.366612] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-17T20:32:29.366737] [INFO ] [sig       ] SXC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:29.504011] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SXC.txt
[2025-12-17T20:32:29.504155] [INFO ] [sig       ] [3065/3576] Completed SXC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:29.504194] [INFO ] [sig       ] [3066/3576] Forecasting SXI...
[2025-12-17T20:32:29.504224] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-17T20:32:29.504253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-17T20:32:29.515404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-17T20:32:29.515708] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-17T20:32:29.516460] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-17T20:32:29.516512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:29.516544] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:29.516595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:29.516656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:29.571680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:29.572346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:29.572425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:29.572483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:29.696761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:29.696913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:29.696952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:29.696981] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:29.700346] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2025-12-17T20:32:29.700650] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-17T20:32:29.700781] [INFO ] [sig       ] SXI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:29.841078] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SXI.txt
[2025-12-17T20:32:29.841219] [INFO ] [sig       ] [3066/3576] Completed SXI in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:29.841258] [INFO ] [sig       ] [3067/3576] Forecasting SXTC...
[2025-12-17T20:32:29.841287] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-17T20:32:29.841318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-17T20:32:29.852205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-17T20:32:29.852477] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-17T20:32:29.853258] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-17T20:32:29.853319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:29.853348] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:29.853373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:29.853427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:29.908300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:29.909012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:29.909090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:29.909122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:30.022172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:30.022317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:30.022356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:30.022383] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:30.025628] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2025-12-17T20:32:30.025890] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-17T20:32:30.026013] [INFO ] [sig       ] SXTC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:30.160754] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SXTC.txt
[2025-12-17T20:32:30.160871] [INFO ] [sig       ] [3067/3576] Completed SXTC in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:30.160908] [INFO ] [sig       ] [3068/3576] Forecasting SY...
[2025-12-17T20:32:30.160937] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-17T20:32:30.160966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-17T20:32:30.171611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-17T20:32:30.171891] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-17T20:32:30.172653] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-17T20:32:30.172702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:30.172733] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:30.172758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:30.172812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:30.226815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:30.227429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:30.227508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:30.227540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:30.340655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:30.340822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:30.340863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:30.340890] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:30.344182] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=62.03%)
[2025-12-17T20:32:30.344446] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-17T20:32:30.344565] [INFO ] [sig       ] SY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:30.481931] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SY.txt
[2025-12-17T20:32:30.482057] [INFO ] [sig       ] [3068/3576] Completed SY in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:30.482094] [INFO ] [sig       ] [3069/3576] Forecasting SYF...
[2025-12-17T20:32:30.482123] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-17T20:32:30.482153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-17T20:32:30.493270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-17T20:32:30.493622] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-17T20:32:30.494374] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-17T20:32:30.494424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:30.494454] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:30.494480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:30.494535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:30.550092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:30.550967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:30.551046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:30.551078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:30.673429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:30.673594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:30.673635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:30.673663] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:30.676955] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-17T20:32:30.677225] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-17T20:32:30.677363] [INFO ] [sig       ] SYF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:30.814742] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SYF.txt
[2025-12-17T20:32:30.814897] [INFO ] [sig       ] [3069/3576] Completed SYF in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:30.814934] [INFO ] [sig       ] [3070/3576] Forecasting SYK...
[2025-12-17T20:32:30.814964] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-17T20:32:30.814995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-17T20:32:30.826088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-17T20:32:30.826373] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-17T20:32:30.827132] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-17T20:32:30.827183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:30.827220] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:30.827247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:30.827303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:30.882545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:30.883231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:30.883308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:30.883340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:31.001327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:31.001486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:31.001525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:31.001553] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:31.004843] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-17T20:32:31.005108] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-17T20:32:31.005233] [INFO ] [sig       ] SYK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:31.140360] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SYK.txt
[2025-12-17T20:32:31.140501] [INFO ] [sig       ] [3070/3576] Completed SYK in 0.3s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:31.140539] [INFO ] [sig       ] [3071/3576] Forecasting SYM...
[2025-12-17T20:32:31.140586] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-17T20:32:31.140620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-17T20:32:31.151642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-17T20:32:31.151942] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-17T20:32:31.152704] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-17T20:32:31.152755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:31.152785] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:31.152812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:31.152867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:31.206926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:31.207657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:31.207738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:31.207769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:31.339849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:31.340010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:31.340074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:31.340105] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:31.344028] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=59.00%)
[2025-12-17T20:32:31.344324] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-17T20:32:31.344670] [INFO ] [sig       ] SYM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:31.525339] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/SYM.txt
[2025-12-17T20:32:31.525564] [INFO ] [sig       ] [3071/3576] Completed SYM in 0.4s | 2.93 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-17T20:32:31.525652] [INFO ] [sig       ] [3072/3576] Forecasting SYNA...
[2025-12-17T20:32:31.525707] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-17T20:32:31.525756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-17T20:32:31.540245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-17T20:32:31.540683] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-17T20:32:31.541618] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-17T20:32:31.541681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:31.541737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:31.541775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:31.541859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:31.631496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:31.632644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:31.632774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:31.632813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:31.795326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:31.795525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:31.795615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:31.795670] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:31.801167] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-12-17T20:32:31.801654] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-17T20:32:31.801856] [INFO ] [sig       ] SYNA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:32.045021] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SYNA.txt
[2025-12-17T20:32:32.045270] [INFO ] [sig       ] [3072/3576] Completed SYNA in 0.5s | 2.93 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-17T20:32:32.045323] [INFO ] [sig       ] [3073/3576] Forecasting SYRE...
[2025-12-17T20:32:32.045355] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-17T20:32:32.045386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-17T20:32:32.076859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-17T20:32:32.077416] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-17T20:32:32.078665] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-17T20:32:32.078736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:32.078827] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:32.078905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:32.078998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:32.165289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:32.166533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:32.166684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:32.166741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:32.313968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:32.314142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:32.314208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:32.314245] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:32.318512] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-17T20:32:32.318984] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-17T20:32:32.319180] [INFO ] [sig       ] SYRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:32.498504] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SYRE.txt
[2025-12-17T20:32:32.498681] [INFO ] [sig       ] [3073/3576] Completed SYRE in 0.5s | 2.93 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-17T20:32:32.498725] [INFO ] [sig       ] [3074/3576] Forecasting SYY...
[2025-12-17T20:32:32.498756] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-17T20:32:32.498787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-17T20:32:32.510326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-17T20:32:32.510731] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-17T20:32:32.511507] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-17T20:32:32.511558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:32.511616] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:32.511644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:32.511700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:32.567117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:32.568027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:32.568114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:32.568146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:32.696853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:32.697004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:32.697046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:32.697075] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:32.700707] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=41.12%)
[2025-12-17T20:32:32.701030] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-17T20:32:32.701173] [INFO ] [sig       ] SYY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:32.844617] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/SYY.txt
[2025-12-17T20:32:32.844785] [INFO ] [sig       ] [3074/3576] Completed SYY in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-17T20:32:32.844839] [INFO ] [sig       ] [3075/3576] Forecasting TAC...
[2025-12-17T20:32:32.844885] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-17T20:32:32.844922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-17T20:32:32.856901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-17T20:32:32.857230] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-17T20:32:32.858049] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-17T20:32:32.858113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:32.858158] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:32.858197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:32.858280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:32.916788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:32.917533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:32.917635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:32.917671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:33.039166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:33.039328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:33.039374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:33.039416] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:33.043051] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-17T20:32:33.043338] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-17T20:32:33.043480] [INFO ] [sig       ] TAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:33.190324] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TAC.txt
[2025-12-17T20:32:33.190459] [INFO ] [sig       ] [3075/3576] Completed TAC in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:33.190506] [INFO ] [sig       ] [3076/3576] Forecasting TAK...
[2025-12-17T20:32:33.190538] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-17T20:32:33.190590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-17T20:32:33.202611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-17T20:32:33.202911] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-17T20:32:33.203717] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-17T20:32:33.203776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:33.203818] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:33.203853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:33.203929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:33.262649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:33.263428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:33.263514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:33.263548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:33.386666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:33.386828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:33.386871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:33.386947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:33.390686] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-17T20:32:33.391010] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-17T20:32:33.391161] [INFO ] [sig       ] TAK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:33.539626] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TAK.txt
[2025-12-17T20:32:33.539781] [INFO ] [sig       ] [3076/3576] Completed TAK in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:33.539822] [INFO ] [sig       ] [3077/3576] Forecasting TAL...
[2025-12-17T20:32:33.539855] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-17T20:32:33.539887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-17T20:32:33.552241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-17T20:32:33.552628] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-17T20:32:33.553437] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-17T20:32:33.553490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:33.553523] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:33.553549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:33.553626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:33.614142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:33.614986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:33.615075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:33.615108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:33.741316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:33.741470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:33.741511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:33.741539] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:33.745334] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-17T20:32:33.745672] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-17T20:32:33.745840] [INFO ] [sig       ] TAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:33.892750] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TAL.txt
[2025-12-17T20:32:33.892892] [INFO ] [sig       ] [3077/3576] Completed TAL in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:33.892933] [INFO ] [sig       ] [3078/3576] Forecasting TALK...
[2025-12-17T20:32:33.892963] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-17T20:32:33.892995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-17T20:32:33.905280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-17T20:32:33.905648] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-17T20:32:33.906547] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-17T20:32:33.906650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:33.906695] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:33.906732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:33.906815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:33.966033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:33.966913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:33.966997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:33.967032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:34.095084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:34.095239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:34.095279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:34.095317] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:34.098990] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-17T20:32:34.099275] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-17T20:32:34.099434] [INFO ] [sig       ] TALK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:34.246673] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TALK.txt
[2025-12-17T20:32:34.246805] [INFO ] [sig       ] [3078/3576] Completed TALK in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:34.246843] [INFO ] [sig       ] [3079/3576] Forecasting TALO...
[2025-12-17T20:32:34.246873] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-17T20:32:34.246905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-17T20:32:34.258995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-17T20:32:34.259382] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-17T20:32:34.260200] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-17T20:32:34.260267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:34.260321] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:34.260373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:34.260448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:34.321845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:34.322765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:34.322866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:34.322907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:34.446227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:34.446384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:34.446422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:34.446467] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:34.449874] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-12-17T20:32:34.450144] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-17T20:32:34.450279] [INFO ] [sig       ] TALO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:34.587279] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TALO.txt
[2025-12-17T20:32:34.587434] [INFO ] [sig       ] [3079/3576] Completed TALO in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:34.587472] [INFO ] [sig       ] [3080/3576] Forecasting TAOP...
[2025-12-17T20:32:34.587502] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-17T20:32:34.587531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-17T20:32:34.598995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-17T20:32:34.599369] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-17T20:32:34.600239] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-17T20:32:34.600294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:34.600326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:34.600353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:34.600409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:34.663599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:34.664452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:34.664551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:34.664616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:34.783426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:34.783589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:34.783630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:34.783657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:34.786974] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-17T20:32:34.787239] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-17T20:32:34.787360] [INFO ] [sig       ] TAOP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:34.925783] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TAOP.txt
[2025-12-17T20:32:34.925956] [INFO ] [sig       ] [3080/3576] Completed TAOP in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:34.926007] [INFO ] [sig       ] [3081/3576] Forecasting TAP...
[2025-12-17T20:32:34.926039] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-17T20:32:34.926070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-17T20:32:34.941944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-17T20:32:34.942451] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-17T20:32:34.943628] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-17T20:32:34.943700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:34.943756] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:34.943806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:34.943901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:35.008412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:35.009631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:35.009764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:35.009819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:35.135837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:35.135993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:35.136035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:35.136063] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:35.139615] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-17T20:32:35.139883] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-17T20:32:35.140006] [INFO ] [sig       ] TAP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:35.296760] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TAP.txt
[2025-12-17T20:32:35.296914] [INFO ] [sig       ] [3081/3576] Completed TAP in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:35.296955] [INFO ] [sig       ] [3082/3576] Forecasting TARA...
[2025-12-17T20:32:35.296986] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-17T20:32:35.297017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-17T20:32:35.308477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-17T20:32:35.308926] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-17T20:32:35.309764] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-17T20:32:35.309816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:35.309848] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:35.309874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:35.309931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:35.366316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:35.367213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:35.367299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:35.367332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:35.486921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:35.487078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:35.487117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:35.487145] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:35.490608] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-17T20:32:35.490891] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-17T20:32:35.491020] [INFO ] [sig       ] TARA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:35.632430] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TARA.txt
[2025-12-17T20:32:35.632614] [INFO ] [sig       ] [3082/3576] Completed TARA in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:35.632656] [INFO ] [sig       ] [3083/3576] Forecasting TARK...
[2025-12-17T20:32:35.632688] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-17T20:32:35.632718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-17T20:32:35.644410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-17T20:32:35.644824] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-17T20:32:35.645619] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-17T20:32:35.645671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:35.645716] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:35.645745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:35.645800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:35.702535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:35.703377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:35.703497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:35.703541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:35.834079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:35.834240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:35.834280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:35.834310] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:35.838722] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-17T20:32:35.839215] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-17T20:32:35.839409] [INFO ] [sig       ] TARK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:35.987330] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TARK.txt
[2025-12-17T20:32:35.987460] [INFO ] [sig       ] [3083/3576] Completed TARK in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:35.987498] [INFO ] [sig       ] [3084/3576] Forecasting TARS...
[2025-12-17T20:32:35.987529] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-17T20:32:35.987559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-17T20:32:35.998437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-17T20:32:35.998699] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-17T20:32:35.999481] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-17T20:32:35.999531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:35.999562] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:35.999608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:35.999664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:36.054449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:36.055032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:36.055107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:36.055139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:36.178025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:36.178117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:36.178153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:36.178180] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:36.181222] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-17T20:32:36.181507] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-17T20:32:36.181645] [INFO ] [sig       ] TARS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:36.321254] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TARS.txt
[2025-12-17T20:32:36.321358] [INFO ] [sig       ] [3084/3576] Completed TARS in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:36.321394] [INFO ] [sig       ] [3085/3576] Forecasting TASK...
[2025-12-17T20:32:36.321423] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-17T20:32:36.321451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-17T20:32:36.332842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-17T20:32:36.333101] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-17T20:32:36.333849] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-17T20:32:36.333899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:36.333930] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:36.333956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:36.334011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:36.389039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:36.389649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:36.389723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:36.389755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:36.510813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:36.510899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:36.510934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:36.510961] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:36.513929] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-17T20:32:36.514181] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-17T20:32:36.514297] [INFO ] [sig       ] TASK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:36.650347] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TASK.txt
[2025-12-17T20:32:36.650449] [INFO ] [sig       ] [3085/3576] Completed TASK in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:36.650485] [INFO ] [sig       ] [3086/3576] Forecasting TAYD...
[2025-12-17T20:32:36.650515] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-17T20:32:36.650544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-17T20:32:36.662920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-17T20:32:36.663313] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-17T20:32:36.664169] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-17T20:32:36.664228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:36.664262] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:36.664289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:36.664346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:36.721037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:36.721835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:36.721921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:36.721954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:36.827172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:36.827365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:36.827426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:36.827469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:36.832277] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-17T20:32:36.832750] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-17T20:32:36.832939] [INFO ] [sig       ] TAYD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:37.008529] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TAYD.txt
[2025-12-17T20:32:37.008749] [INFO ] [sig       ] [3086/3576] Completed TAYD in 0.4s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:37.008791] [INFO ] [sig       ] [3087/3576] Forecasting TBB...
[2025-12-17T20:32:37.008829] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-17T20:32:37.009011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-17T20:32:37.020450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-17T20:32:37.020836] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-17T20:32:37.021635] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-17T20:32:37.021687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:37.021718] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:37.021744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:37.021799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:37.082306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:37.083192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:37.083277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:37.083311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:37.200563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:37.200742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:37.200811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:37.200848] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:37.204325] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=47.00%)
[2025-12-17T20:32:37.204625] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-17T20:32:37.204755] [INFO ] [sig       ] TBB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:37.343904] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TBB.txt
[2025-12-17T20:32:37.344031] [INFO ] [sig       ] [3087/3576] Completed TBB in 0.3s | 2.93 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-17T20:32:37.344070] [INFO ] [sig       ] [3088/3576] Forecasting TBBK...
[2025-12-17T20:32:37.344098] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-17T20:32:37.344128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-17T20:32:37.354890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-17T20:32:37.355190] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-17T20:32:37.355963] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-17T20:32:37.356014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:37.356045] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:37.356072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:37.356126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:37.413262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:37.414008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:37.414092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:37.414125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:37.535542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:37.535707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:37.535749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:37.535777] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:37.539110] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-17T20:32:37.539375] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-17T20:32:37.539506] [INFO ] [sig       ] TBBK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:37.676049] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TBBK.txt
[2025-12-17T20:32:37.676157] [INFO ] [sig       ] [3088/3576] Completed TBBK in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-17T20:32:37.676193] [INFO ] [sig       ] [3089/3576] Forecasting TBI...
[2025-12-17T20:32:37.676220] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-17T20:32:37.676248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-17T20:32:37.687480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-17T20:32:37.687753] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-17T20:32:37.688486] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-17T20:32:37.688537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:37.688588] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:37.688618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:37.688673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:37.743992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:37.744588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:37.744663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:37.744694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:37.863651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:37.863736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:37.863769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:37.863797] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:37.866854] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-17T20:32:37.867106] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-17T20:32:37.867222] [INFO ] [sig       ] TBI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:38.002933] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TBI.txt
[2025-12-17T20:32:38.003032] [INFO ] [sig       ] [3089/3576] Completed TBI in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-17T20:32:38.003070] [INFO ] [sig       ] [3090/3576] Forecasting TBIL...
[2025-12-17T20:32:38.003099] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-17T20:32:38.003129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-17T20:32:38.017356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-17T20:32:38.017881] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-17T20:32:38.018867] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-17T20:32:38.018922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:38.018984] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:38.019013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:38.019071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:38.076074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:38.077001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:38.077089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:38.077122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:38.137105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:38.137271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:38.137311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:38.137358] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:38.140848] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-17T20:32:38.141153] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-17T20:32:38.141315] [INFO ] [sig       ] TBIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:38.281097] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TBIL.txt
[2025-12-17T20:32:38.281228] [INFO ] [sig       ] [3090/3576] Completed TBIL in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-17T20:32:38.281266] [INFO ] [sig       ] [3091/3576] Forecasting TBLA...
[2025-12-17T20:32:38.281296] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-17T20:32:38.281326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-17T20:32:38.296654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-17T20:32:38.297009] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-17T20:32:38.297819] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-17T20:32:38.297870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:38.297901] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:38.297927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:38.297986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:38.355729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:38.356532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:38.356634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:38.356670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:38.493990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:38.494147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:38.494188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:38.494218] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:38.497684] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-17T20:32:38.497963] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-17T20:32:38.498091] [INFO ] [sig       ] TBLA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:38.637799] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TBLA.txt
[2025-12-17T20:32:38.637929] [INFO ] [sig       ] [3091/3576] Completed TBLA in 0.4s | 2.93 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-17T20:32:38.637967] [INFO ] [sig       ] [3092/3576] Forecasting TBLD...
[2025-12-17T20:32:38.637996] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-17T20:32:38.638027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-17T20:32:38.653705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-17T20:32:38.654090] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-17T20:32:38.654945] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-17T20:32:38.654998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:38.655032] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:38.655060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:38.655118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:38.712566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:38.713273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:38.713357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:38.713408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:38.832713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:38.832867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:38.832906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:38.832934] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:38.836243] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-17T20:32:38.836541] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-17T20:32:38.836679] [INFO ] [sig       ] TBLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:38.977896] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TBLD.txt
[2025-12-17T20:32:38.978087] [INFO ] [sig       ] [3092/3576] Completed TBLD in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-17T20:32:38.978145] [INFO ] [sig       ] [3093/3576] Forecasting TBPH...
[2025-12-17T20:32:38.978188] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-17T20:32:38.978234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-17T20:32:38.990323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-17T20:32:38.990737] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-17T20:32:38.991519] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-17T20:32:38.991590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:38.991627] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:38.991655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:38.991712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:39.060180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:39.061263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:39.061368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:39.061407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:39.180821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:39.180995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:39.181039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:39.181108] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:39.184667] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=69.24%)
[2025-12-17T20:32:39.184995] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-17T20:32:39.185138] [INFO ] [sig       ] TBPH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:39.326633] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TBPH.txt
[2025-12-17T20:32:39.326759] [INFO ] [sig       ] [3093/3576] Completed TBPH in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:39.326797] [INFO ] [sig       ] [3094/3576] Forecasting TBRG...
[2025-12-17T20:32:39.326827] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-17T20:32:39.326857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-17T20:32:39.338956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-17T20:32:39.339297] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-17T20:32:39.340083] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-17T20:32:39.340135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:39.340168] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:39.340196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:39.340266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:39.398025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:39.398761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:39.398841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:39.398900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:39.521007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:39.521156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:39.521198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:39.521227] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:39.524761] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-17T20:32:39.525043] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-17T20:32:39.525171] [INFO ] [sig       ] TBRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:39.665782] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TBRG.txt
[2025-12-17T20:32:39.665918] [INFO ] [sig       ] [3094/3576] Completed TBRG in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:39.665956] [INFO ] [sig       ] [3095/3576] Forecasting TCBI...
[2025-12-17T20:32:39.665986] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-17T20:32:39.666015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-17T20:32:39.676892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-17T20:32:39.677221] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-17T20:32:39.678040] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-17T20:32:39.678090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:39.678122] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:39.678148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:39.678204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:39.735589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:39.736372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:39.736454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:39.736487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:39.860966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:39.861121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:39.861162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:39.861192] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:39.864601] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-17T20:32:39.864895] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-17T20:32:39.865028] [INFO ] [sig       ] TCBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:40.005461] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCBI.txt
[2025-12-17T20:32:40.005641] [INFO ] [sig       ] [3095/3576] Completed TCBI in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:40.005694] [INFO ] [sig       ] [3096/3576] Forecasting TCBIO...
[2025-12-17T20:32:40.005728] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-17T20:32:40.005761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-17T20:32:40.017260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-17T20:32:40.017721] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-17T20:32:40.018564] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-17T20:32:40.018660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:40.018707] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:40.018741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:40.018818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:40.077426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:40.078311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:40.078405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:40.078440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:40.192271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:40.192428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:40.192467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:40.192496] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:40.195805] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=45.71%)
[2025-12-17T20:32:40.196090] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-17T20:32:40.196215] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:40.333920] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCBIO.txt
[2025-12-17T20:32:40.334077] [INFO ] [sig       ] [3096/3576] Completed TCBIO in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:40.334115] [INFO ] [sig       ] [3097/3576] Forecasting TCBK...
[2025-12-17T20:32:40.334144] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-17T20:32:40.334173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-17T20:32:40.345464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-17T20:32:40.345845] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-17T20:32:40.346623] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-17T20:32:40.346675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:40.346707] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:40.346733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:40.346788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:40.402004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:40.402920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:40.403004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:40.403039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:40.522383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:40.522552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:40.522615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:40.522645] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:40.525981] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-17T20:32:40.526287] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-17T20:32:40.526425] [INFO ] [sig       ] TCBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:40.666344] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCBK.txt
[2025-12-17T20:32:40.666497] [INFO ] [sig       ] [3097/3576] Completed TCBK in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:40.666535] [INFO ] [sig       ] [3098/3576] Forecasting TCBX...
[2025-12-17T20:32:40.666565] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-17T20:32:40.666626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-17T20:32:40.677463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-17T20:32:40.677836] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-17T20:32:40.678598] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-17T20:32:40.678649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:40.678681] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:40.678707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:40.678762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:40.735141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:40.735936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:40.736016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:40.736050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:40.855537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:40.855699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:40.855739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:40.855767] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:40.859055] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-17T20:32:40.859321] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-17T20:32:40.859444] [INFO ] [sig       ] TCBX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:40.996591] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCBX.txt
[2025-12-17T20:32:40.996772] [INFO ] [sig       ] [3098/3576] Completed TCBX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:40.996820] [INFO ] [sig       ] [3099/3576] Forecasting TCMD...
[2025-12-17T20:32:40.996851] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-17T20:32:40.996884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-17T20:32:41.008981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-17T20:32:41.009381] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-17T20:32:41.010226] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-17T20:32:41.010280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:41.010312] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:41.010340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:41.010397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:41.072863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:41.073787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:41.073872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:41.073907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:41.196744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:41.196892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:41.196931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:41.196960] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:41.200270] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-17T20:32:41.200532] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-17T20:32:41.200671] [INFO ] [sig       ] TCMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:41.338248] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TCMD.txt
[2025-12-17T20:32:41.338380] [INFO ] [sig       ] [3099/3576] Completed TCMD in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:41.338417] [INFO ] [sig       ] [3100/3576] Forecasting TCOM...
[2025-12-17T20:32:41.338447] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-17T20:32:41.338478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-17T20:32:41.353966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-17T20:32:41.354364] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-17T20:32:41.355414] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-17T20:32:41.355477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:41.355523] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:41.355567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:41.355670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:41.413637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:41.414369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:41.414479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:41.414512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:41.534192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:41.534348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:41.534387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:41.534421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:41.537767] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2025-12-17T20:32:41.538034] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-17T20:32:41.538156] [INFO ] [sig       ] TCOM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:41.676520] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCOM.txt
[2025-12-17T20:32:41.676692] [INFO ] [sig       ] [3100/3576] Completed TCOM in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:41.676734] [INFO ] [sig       ] [3101/3576] Forecasting TCPC...
[2025-12-17T20:32:41.676765] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-17T20:32:41.676795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-17T20:32:41.688255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-17T20:32:41.688668] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-17T20:32:41.689471] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-17T20:32:41.689522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:41.689553] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:41.689601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:41.689659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:41.744569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:41.745414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:41.745500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:41.745532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:41.867970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:41.868124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:41.868161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:41.868189] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:41.871504] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-17T20:32:41.871810] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-17T20:32:41.871930] [INFO ] [sig       ] TCPC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:42.011473] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TCPC.txt
[2025-12-17T20:32:42.011634] [INFO ] [sig       ] [3101/3576] Completed TCPC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:42.011675] [INFO ] [sig       ] [3102/3576] Forecasting TCX...
[2025-12-17T20:32:42.011706] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-17T20:32:42.011735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-17T20:32:42.022965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-17T20:32:42.023326] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-17T20:32:42.024122] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-17T20:32:42.024174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:42.024204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:42.024231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:42.024285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:42.079962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:42.080829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:42.080909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:42.080941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:42.190126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:42.190289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:42.190330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:42.190358] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:42.193701] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-17T20:32:42.193991] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-17T20:32:42.194123] [INFO ] [sig       ] TCX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:42.332929] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TCX.txt
[2025-12-17T20:32:42.333080] [INFO ] [sig       ] [3102/3576] Completed TCX in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:42.333119] [INFO ] [sig       ] [3103/3576] Forecasting TD...
[2025-12-17T20:32:42.333148] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-17T20:32:42.333179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-17T20:32:42.344143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-17T20:32:42.344401] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-17T20:32:42.345190] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-17T20:32:42.345240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:42.345272] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:42.345298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:42.345352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:42.400619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:42.401470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:42.401554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:42.401607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:42.521618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:42.521777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:42.521815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:42.521843] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:42.525151] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-17T20:32:42.525429] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-17T20:32:42.525598] [INFO ] [sig       ] TD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:42.669743] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TD.txt
[2025-12-17T20:32:42.669928] [INFO ] [sig       ] [3103/3576] Completed TD in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:42.669970] [INFO ] [sig       ] [3104/3576] Forecasting TDC...
[2025-12-17T20:32:42.669999] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-17T20:32:42.670031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-17T20:32:42.680982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-17T20:32:42.681329] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-17T20:32:42.682102] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-17T20:32:42.682153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:42.682184] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:42.682210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:42.682266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:42.737806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:42.738676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:42.738759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:42.738791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:42.859137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:42.859296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:42.859336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:42.859364] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:42.862713] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-17T20:32:42.863005] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-17T20:32:42.863160] [INFO ] [sig       ] TDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:43.000771] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TDC.txt
[2025-12-17T20:32:43.000899] [INFO ] [sig       ] [3104/3576] Completed TDC in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:43.000937] [INFO ] [sig       ] [3105/3576] Forecasting TDF...
[2025-12-17T20:32:43.000965] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-17T20:32:43.000997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-17T20:32:43.012157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-17T20:32:43.012532] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-17T20:32:43.013302] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-17T20:32:43.013353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:43.013384] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:43.013410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:43.013466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:43.072144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:43.073011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:43.073093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:43.073126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:43.185975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:43.186132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:43.186170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:43.186198] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:43.189600] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=29.68%)
[2025-12-17T20:32:43.189894] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-17T20:32:43.190021] [INFO ] [sig       ] TDF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:43.332373] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TDF.txt
[2025-12-17T20:32:43.332525] [INFO ] [sig       ] [3105/3576] Completed TDF in 0.3s | 2.93 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-17T20:32:43.332562] [INFO ] [sig       ] [3106/3576] Forecasting TDG...
[2025-12-17T20:32:43.332611] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-17T20:32:43.332643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-17T20:32:43.344934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-17T20:32:43.345314] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-17T20:32:43.346097] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-17T20:32:43.346149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:43.346181] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:43.346207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:43.346262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:43.402071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:43.402919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:43.402998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:43.403030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:43.521716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:43.521874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:43.521914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:43.521943] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:43.525459] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-17T20:32:43.525751] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-17T20:32:43.525874] [INFO ] [sig       ] TDG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:43.664151] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TDG.txt
[2025-12-17T20:32:43.664308] [INFO ] [sig       ] [3106/3576] Completed TDG in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-17T20:32:43.664346] [INFO ] [sig       ] [3107/3576] Forecasting TDS...
[2025-12-17T20:32:43.664374] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-17T20:32:43.664407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-17T20:32:43.676409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-17T20:32:43.676829] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-17T20:32:43.677841] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-17T20:32:43.677922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:43.678020] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:43.678065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:43.678130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:43.737186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:43.738163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:43.738261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:43.738294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:43.856973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:43.857133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:43.857172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:43.857200] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:43.860636] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-17T20:32:43.860985] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-17T20:32:43.861143] [INFO ] [sig       ] TDS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:44.006098] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TDS.txt
[2025-12-17T20:32:44.006227] [INFO ] [sig       ] [3107/3576] Completed TDS in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-17T20:32:44.006267] [INFO ] [sig       ] [3108/3576] Forecasting TDSC...
[2025-12-17T20:32:44.006299] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-17T20:32:44.006331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-17T20:32:44.017422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-17T20:32:44.017839] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-17T20:32:44.018602] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-17T20:32:44.018652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:44.018683] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:44.018709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:44.018764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:44.077005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:44.077912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:44.077995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:44.078028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:44.183519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:44.183694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:44.183734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:44.183762] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:44.187056] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-17T20:32:44.187329] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-17T20:32:44.187455] [INFO ] [sig       ] TDSC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:44.333476] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TDSC.txt
[2025-12-17T20:32:44.333662] [INFO ] [sig       ] [3108/3576] Completed TDSC in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-17T20:32:44.333709] [INFO ] [sig       ] [3109/3576] Forecasting TDUP...
[2025-12-17T20:32:44.333739] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-17T20:32:44.333772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-17T20:32:44.345510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-17T20:32:44.345898] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-17T20:32:44.346708] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-17T20:32:44.346759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:44.346790] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:44.346816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:44.346872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:44.403940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:44.404843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:44.404927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:44.404961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:44.523277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:44.523435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:44.523474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:44.523512] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:44.526933] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=1.82%)
[2025-12-17T20:32:44.527205] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-17T20:32:44.527330] [INFO ] [sig       ] TDUP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:44.673360] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TDUP.txt
[2025-12-17T20:32:44.673520] [INFO ] [sig       ] [3109/3576] Completed TDUP in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-17T20:32:44.673566] [INFO ] [sig       ] [3110/3576] Forecasting TDY...
[2025-12-17T20:32:44.673636] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-17T20:32:44.673674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-17T20:32:44.685335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-17T20:32:44.685751] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-17T20:32:44.686511] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-17T20:32:44.686566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:44.686623] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:44.686651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:44.686707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:44.744742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:44.745643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:44.745734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:44.745767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:44.865395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:44.865556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:44.865625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:44.865697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:44.869096] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-17T20:32:44.869411] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-17T20:32:44.869546] [INFO ] [sig       ] TDY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:45.011604] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TDY.txt
[2025-12-17T20:32:45.011760] [INFO ] [sig       ] [3110/3576] Completed TDY in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:45.011808] [INFO ] [sig       ] [3111/3576] Forecasting TEAM...
[2025-12-17T20:32:45.011839] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-17T20:32:45.011874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-17T20:32:45.024187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-17T20:32:45.024616] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-17T20:32:45.025417] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-17T20:32:45.025471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:45.025504] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:45.025531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:45.025614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:45.083360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:45.084240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:45.084321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:45.084355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:45.205018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:45.205177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:45.205217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:45.205246] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:45.208652] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-17T20:32:45.208961] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-17T20:32:45.209090] [INFO ] [sig       ] TEAM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:45.356719] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TEAM.txt
[2025-12-17T20:32:45.356866] [INFO ] [sig       ] [3111/3576] Completed TEAM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:45.356904] [INFO ] [sig       ] [3112/3576] Forecasting TECH...
[2025-12-17T20:32:45.356932] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-17T20:32:45.356963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-17T20:32:45.368168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-17T20:32:45.368450] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-17T20:32:45.369234] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-17T20:32:45.369285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:45.369315] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:45.369341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:45.369396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:45.427170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:45.428086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:45.428170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:45.428203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:45.548172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:45.548323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:45.548362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:45.548390] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:45.551761] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=14.13%)
[2025-12-17T20:32:45.552026] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-17T20:32:45.552165] [INFO ] [sig       ] TECH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:45.692378] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TECH.txt
[2025-12-17T20:32:45.692513] [INFO ] [sig       ] [3112/3576] Completed TECH in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:45.692552] [INFO ] [sig       ] [3113/3576] Forecasting TECK...
[2025-12-17T20:32:45.692600] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-17T20:32:45.692633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-17T20:32:45.704063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-17T20:32:45.704327] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-17T20:32:45.705117] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-17T20:32:45.705168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:45.705198] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:45.705224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:45.705278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:45.762285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:45.762960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:45.763040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:45.763072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:45.885197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:45.885359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:45.885399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:45.885427] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:45.889005] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-17T20:32:45.889308] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-17T20:32:45.889441] [INFO ] [sig       ] TECK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:46.036870] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TECK.txt
[2025-12-17T20:32:46.036999] [INFO ] [sig       ] [3113/3576] Completed TECK in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:46.037036] [INFO ] [sig       ] [3114/3576] Forecasting TECX...
[2025-12-17T20:32:46.037066] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-17T20:32:46.037095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-17T20:32:46.048332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-17T20:32:46.048667] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-17T20:32:46.049435] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-17T20:32:46.049486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:46.049517] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:46.049543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:46.049623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:46.105015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:46.105663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:46.105741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:46.105772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:46.220717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:46.220871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:46.220927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:46.220956] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:46.224277] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=49.64%)
[2025-12-17T20:32:46.224549] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-17T20:32:46.224691] [INFO ] [sig       ] TECX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:46.366457] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TECX.txt
[2025-12-17T20:32:46.366670] [INFO ] [sig       ] [3114/3576] Completed TECX in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:46.366715] [INFO ] [sig       ] [3115/3576] Forecasting TEF...
[2025-12-17T20:32:46.366747] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-17T20:32:46.366779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-17T20:32:46.378838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-17T20:32:46.379166] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-17T20:32:46.379965] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-17T20:32:46.380022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:46.380064] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:46.380098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:46.380156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:46.440361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:46.441290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:46.441373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:46.441406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:46.571555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:46.571748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:46.571787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:46.571817] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:46.575108] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-12-17T20:32:46.575383] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-17T20:32:46.575505] [INFO ] [sig       ] TEF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:46.712811] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TEF.txt
[2025-12-17T20:32:46.712941] [INFO ] [sig       ] [3115/3576] Completed TEF in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:46.712979] [INFO ] [sig       ] [3116/3576] Forecasting TEI...
[2025-12-17T20:32:46.713009] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-17T20:32:46.713039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-17T20:32:46.724412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-17T20:32:46.724714] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-17T20:32:46.725451] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-17T20:32:46.725502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:46.725533] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:46.725559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:46.725633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:46.779945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:46.780564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:46.780656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:46.780687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:46.894321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:46.894477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:46.894515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:46.894542] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:46.897880] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=84.68%)
[2025-12-17T20:32:46.898149] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-17T20:32:46.898271] [INFO ] [sig       ] TEI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:47.037218] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TEI.txt
[2025-12-17T20:32:47.037374] [INFO ] [sig       ] [3116/3576] Completed TEI in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:47.037415] [INFO ] [sig       ] [3117/3576] Forecasting TELO...
[2025-12-17T20:32:47.037445] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-17T20:32:47.037475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-17T20:32:47.049156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-17T20:32:47.049531] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-17T20:32:47.050332] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-17T20:32:47.050383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:47.050414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:47.050442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:47.050497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:47.105485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:47.106340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:47.106449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:47.106483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:47.222062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:47.222220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:47.222260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:47.222288] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:47.225619] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-17T20:32:47.225887] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-17T20:32:47.226007] [INFO ] [sig       ] TELO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:47.363593] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TELO.txt
[2025-12-17T20:32:47.363726] [INFO ] [sig       ] [3117/3576] Completed TELO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:47.363765] [INFO ] [sig       ] [3118/3576] Forecasting TEM...
[2025-12-17T20:32:47.363795] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-17T20:32:47.363825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-17T20:32:47.375846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-17T20:32:47.376186] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-17T20:32:47.377003] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-17T20:32:47.377056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:47.377100] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:47.377128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:47.377186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:47.434946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:47.435786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:47.435871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:47.435903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:47.562781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:47.562937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:47.562977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:47.563006] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:47.566414] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-17T20:32:47.566714] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-17T20:32:47.566840] [INFO ] [sig       ] TEM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:47.711609] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TEM.txt
[2025-12-17T20:32:47.711769] [INFO ] [sig       ] [3118/3576] Completed TEM in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:47.711807] [INFO ] [sig       ] [3119/3576] Forecasting TENB...
[2025-12-17T20:32:47.711837] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-17T20:32:47.711867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-17T20:32:47.723824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-17T20:32:47.724217] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-17T20:32:47.725113] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-17T20:32:47.725173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:47.725216] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:47.725251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:47.725325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:47.784934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:47.785917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:47.786015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:47.786059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:47.908181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:47.908333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:47.908370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:47.908398] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:47.911735] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-17T20:32:47.911999] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-17T20:32:47.912122] [INFO ] [sig       ] TENB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:48.050356] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TENB.txt
[2025-12-17T20:32:48.050484] [INFO ] [sig       ] [3119/3576] Completed TENB in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:48.050522] [INFO ] [sig       ] [3120/3576] Forecasting TENX...
[2025-12-17T20:32:48.050551] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-17T20:32:48.050601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-17T20:32:48.061421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-17T20:32:48.061759] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-17T20:32:48.062529] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-17T20:32:48.062603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:48.062637] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:48.062665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:48.062721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:48.122605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:48.123465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:48.123550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:48.123609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:48.231470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:48.231642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:48.231689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:48.231724] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:48.235058] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-17T20:32:48.235335] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-17T20:32:48.235460] [INFO ] [sig       ] TENX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:48.380796] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TENX.txt
[2025-12-17T20:32:48.380949] [INFO ] [sig       ] [3120/3576] Completed TENX in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:48.380987] [INFO ] [sig       ] [3121/3576] Forecasting TEO...
[2025-12-17T20:32:48.381017] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-17T20:32:48.381047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-17T20:32:48.392843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-17T20:32:48.393152] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-17T20:32:48.393948] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-17T20:32:48.394000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:48.394031] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:48.394059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:48.394115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:48.452637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:48.453409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:48.453499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:48.453532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:48.577287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:48.577443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:48.577484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:48.577512] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:48.581019] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-17T20:32:48.581288] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-17T20:32:48.581416] [INFO ] [sig       ] TEO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:48.730203] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TEO.txt
[2025-12-17T20:32:48.730367] [INFO ] [sig       ] [3121/3576] Completed TEO in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:48.730406] [INFO ] [sig       ] [3122/3576] Forecasting TERN...
[2025-12-17T20:32:48.730444] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-17T20:32:48.730477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-17T20:32:48.742078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-17T20:32:48.742470] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-17T20:32:48.743265] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-17T20:32:48.743315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:48.743346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:48.743372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:48.743427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:48.799258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:48.800157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:48.800235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:48.800267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:48.921084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:48.921238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:48.921277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:48.921306] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:48.924737] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-17T20:32:48.925036] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-17T20:32:48.925167] [INFO ] [sig       ] TERN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:49.064699] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TERN.txt
[2025-12-17T20:32:49.064860] [INFO ] [sig       ] [3122/3576] Completed TERN in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:49.064898] [INFO ] [sig       ] [3123/3576] Forecasting TEVA...
[2025-12-17T20:32:49.064927] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-17T20:32:49.064959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-17T20:32:49.076598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-17T20:32:49.076876] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-17T20:32:49.077672] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-17T20:32:49.077722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:49.077753] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:49.077779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:49.077834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:49.133476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:49.134325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:49.134409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:49.134440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:49.251336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:49.251488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:49.251528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:49.251557] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:49.254832] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-17T20:32:49.255092] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-17T20:32:49.255213] [INFO ] [sig       ] TEVA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:49.395697] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TEVA.txt
[2025-12-17T20:32:49.395851] [INFO ] [sig       ] [3123/3576] Completed TEVA in 0.3s | 2.93 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-17T20:32:49.395889] [INFO ] [sig       ] [3124/3576] Forecasting TEX...
[2025-12-17T20:32:49.395919] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-17T20:32:49.395951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-17T20:32:49.407699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-17T20:32:49.408058] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-17T20:32:49.408825] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-17T20:32:49.408906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:49.408965] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:49.408993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:49.409048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:49.464856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:49.465710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:49.465790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:49.465822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:49.589207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:49.589361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:49.589401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:49.589429] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:49.592772] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-17T20:32:49.593033] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-17T20:32:49.593155] [INFO ] [sig       ] TEX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:49.733012] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TEX.txt
[2025-12-17T20:32:49.733163] [INFO ] [sig       ] [3124/3576] Completed TEX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-17T20:32:49.733203] [INFO ] [sig       ] [3125/3576] Forecasting TFC...
[2025-12-17T20:32:49.733232] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-17T20:32:49.733263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-17T20:32:49.744139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-17T20:32:49.744469] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-17T20:32:49.745231] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-17T20:32:49.745281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:49.745311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:49.745336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:49.745390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:49.801364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:49.802255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:49.802338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:49.802370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:49.923697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:49.923863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:49.923902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:49.923948] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:49.927270] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-17T20:32:49.927532] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-17T20:32:49.927678] [INFO ] [sig       ] TFC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:50.073730] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TFC.txt
[2025-12-17T20:32:50.073920] [INFO ] [sig       ] [3125/3576] Completed TFC in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-17T20:32:50.073970] [INFO ] [sig       ] [3126/3576] Forecasting TFII...
[2025-12-17T20:32:50.074010] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-17T20:32:50.074053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-17T20:32:50.085645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-17T20:32:50.086000] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-17T20:32:50.086780] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-17T20:32:50.086831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:50.086865] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:50.086892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:50.086950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:50.155210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:50.156083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:50.156164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:50.156198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:50.273082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:50.273233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:50.273273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:50.273302] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:50.276854] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-17T20:32:50.277128] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-17T20:32:50.277255] [INFO ] [sig       ] TFII: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:50.424507] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TFII.txt
[2025-12-17T20:32:50.424682] [INFO ] [sig       ] [3126/3576] Completed TFII in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-17T20:32:50.424730] [INFO ] [sig       ] [3127/3576] Forecasting TFIN...
[2025-12-17T20:32:50.424766] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-17T20:32:50.424804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-17T20:32:50.436927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-17T20:32:50.437293] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-17T20:32:50.438113] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-17T20:32:50.438167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:50.438211] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:50.438242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:50.438299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:50.496284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:50.497153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:50.497235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:50.497290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:50.613412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:50.613585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:50.613627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:50.613686] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:50.617064] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-17T20:32:50.617331] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-17T20:32:50.617452] [INFO ] [sig       ] TFIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:50.764466] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TFIN.txt
[2025-12-17T20:32:50.764639] [INFO ] [sig       ] [3127/3576] Completed TFIN in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-17T20:32:50.764689] [INFO ] [sig       ] [3128/3576] Forecasting TFPM...
[2025-12-17T20:32:50.764726] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-17T20:32:50.764763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-17T20:32:50.777206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-17T20:32:50.777591] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-17T20:32:50.778396] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-17T20:32:50.778449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:50.778481] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:50.778509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:50.778565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:50.837703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:50.838563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:50.838671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:50.838714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:50.964814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:50.964969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:50.965010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:50.965039] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:50.968474] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-17T20:32:50.968772] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-17T20:32:50.968925] [INFO ] [sig       ] TFPM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:51.110475] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TFPM.txt
[2025-12-17T20:32:51.110621] [INFO ] [sig       ] [3128/3576] Completed TFPM in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:51.110661] [INFO ] [sig       ] [3129/3576] Forecasting TFSL...
[2025-12-17T20:32:51.110691] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-17T20:32:51.110721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-17T20:32:51.122462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-17T20:32:51.122785] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-17T20:32:51.123533] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-17T20:32:51.123601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:51.123633] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:51.123671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:51.123729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:51.181003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:51.181700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:51.181781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:51.181814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:51.298740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:51.298902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:51.298943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:51.298971] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:51.302240] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=5.32%)
[2025-12-17T20:32:51.302503] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-17T20:32:51.302641] [INFO ] [sig       ] TFSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:51.442783] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TFSL.txt
[2025-12-17T20:32:51.442934] [INFO ] [sig       ] [3129/3576] Completed TFSL in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:51.442973] [INFO ] [sig       ] [3130/3576] Forecasting TG...
[2025-12-17T20:32:51.443003] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-17T20:32:51.443034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-17T20:32:51.454288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-17T20:32:51.454670] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-17T20:32:51.455427] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-17T20:32:51.455477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:51.455508] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:51.455534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:51.455608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:51.515191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:51.516057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:51.516142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:51.516175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:51.635112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:51.635268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:51.635308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:51.635337] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:51.638803] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-17T20:32:51.639100] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-17T20:32:51.639227] [INFO ] [sig       ] TG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:51.781463] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TG.txt
[2025-12-17T20:32:51.781613] [INFO ] [sig       ] [3130/3576] Completed TG in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:51.781654] [INFO ] [sig       ] [3131/3576] Forecasting TGLS...
[2025-12-17T20:32:51.781682] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-17T20:32:51.781717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-17T20:32:51.793557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-17T20:32:51.793903] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-17T20:32:51.794715] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-17T20:32:51.794793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:51.794834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:51.794861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:51.794918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:51.853290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:51.854132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:51.854215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:51.854249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:51.978593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:51.978743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:51.978784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:51.978814] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:51.982261] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-17T20:32:51.982534] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-17T20:32:51.982679] [INFO ] [sig       ] TGLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:52.121660] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TGLS.txt
[2025-12-17T20:32:52.121824] [INFO ] [sig       ] [3131/3576] Completed TGLS in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:52.121870] [INFO ] [sig       ] [3132/3576] Forecasting TGNA...
[2025-12-17T20:32:52.121899] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-17T20:32:52.121929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-17T20:32:52.134208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-17T20:32:52.134522] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-17T20:32:52.135282] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-17T20:32:52.135333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:52.135365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:52.135392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:52.135446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:52.190999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:52.191727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:52.191807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:52.191839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:52.309862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:52.310015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:52.310054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:52.310085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:52.313465] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-17T20:32:52.313755] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-17T20:32:52.313904] [INFO ] [sig       ] TGNA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:52.452087] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TGNA.txt
[2025-12-17T20:32:52.452236] [INFO ] [sig       ] [3132/3576] Completed TGNA in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:52.452275] [INFO ] [sig       ] [3133/3576] Forecasting TGS...
[2025-12-17T20:32:52.452304] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-17T20:32:52.452337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-17T20:32:52.464085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-17T20:32:52.464503] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-17T20:32:52.465333] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-17T20:32:52.465386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:52.465418] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:52.465445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:52.465500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:52.524007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:52.525109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:52.525234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:52.525278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:52.651370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:52.651528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:52.651588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:52.651620] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:52.655845] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=70.79%)
[2025-12-17T20:32:52.656216] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-17T20:32:52.656383] [INFO ] [sig       ] TGS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:52.805607] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TGS.txt
[2025-12-17T20:32:52.805734] [INFO ] [sig       ] [3133/3576] Completed TGS in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:52.805771] [INFO ] [sig       ] [3134/3576] Forecasting TGTX...
[2025-12-17T20:32:52.805799] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-17T20:32:52.805829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-17T20:32:52.817010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-17T20:32:52.817327] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-17T20:32:52.818151] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-17T20:32:52.818205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:52.818237] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:52.818265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:52.818322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:52.874612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:52.875326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:52.875434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:52.875469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:52.996810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:52.996961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:52.997002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:52.997030] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:53.000294] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-17T20:32:53.000557] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-17T20:32:53.000697] [INFO ] [sig       ] TGTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:53.141718] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TGTX.txt
[2025-12-17T20:32:53.141860] [INFO ] [sig       ] [3134/3576] Completed TGTX in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:53.141899] [INFO ] [sig       ] [3135/3576] Forecasting TH...
[2025-12-17T20:32:53.141929] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-17T20:32:53.141959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-17T20:32:53.154462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-17T20:32:53.154825] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-17T20:32:53.155618] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-17T20:32:53.155671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:53.155704] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:53.155732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:53.155790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:53.212320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:53.213167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:53.213248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:53.213280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:53.336448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:53.336613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:53.336657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:53.336686] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:53.340164] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=62.33%)
[2025-12-17T20:32:53.340439] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-17T20:32:53.340563] [INFO ] [sig       ] TH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:53.487616] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TH.txt
[2025-12-17T20:32:53.487807] [INFO ] [sig       ] [3135/3576] Completed TH in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:53.487859] [INFO ] [sig       ] [3136/3576] Forecasting THC...
[2025-12-17T20:32:53.487894] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-17T20:32:53.487932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-17T20:32:53.503200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-17T20:32:53.503703] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-17T20:32:53.504658] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-17T20:32:53.504720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:53.504774] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:53.504823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:53.504908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:53.579063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:53.580150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:53.580253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:53.580303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:53.714610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:53.714777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:53.714826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:53.714859] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:53.718513] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-17T20:32:53.718831] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-17T20:32:53.719001] [INFO ] [sig       ] THC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:53.862007] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/THC.txt
[2025-12-17T20:32:53.862139] [INFO ] [sig       ] [3136/3576] Completed THC in 0.4s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:53.862177] [INFO ] [sig       ] [3137/3576] Forecasting THFF...
[2025-12-17T20:32:53.862207] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-17T20:32:53.862237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-17T20:32:53.873797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-17T20:32:53.874094] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-17T20:32:53.874908] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-17T20:32:53.874961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:53.874994] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:53.875023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:53.875079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:53.930732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:53.931445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:53.931523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:53.931555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:54.051175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:54.051325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:54.051363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:54.051393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:54.054690] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=28.44%)
[2025-12-17T20:32:54.054957] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-17T20:32:54.055078] [INFO ] [sig       ] THFF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:54.193892] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/THFF.txt
[2025-12-17T20:32:54.194044] [INFO ] [sig       ] [3137/3576] Completed THFF in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:54.194083] [INFO ] [sig       ] [3138/3576] Forecasting THG...
[2025-12-17T20:32:54.194113] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-17T20:32:54.194143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-17T20:32:54.205491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-17T20:32:54.205886] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-17T20:32:54.206712] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-17T20:32:54.206770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:54.206804] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:54.206831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:54.206887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:54.264010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:54.264866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:54.264957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:54.264990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:54.386275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:54.386441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:54.386481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:54.386511] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:54.389834] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=62.23%)
[2025-12-17T20:32:54.390102] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-17T20:32:54.390222] [INFO ] [sig       ] THG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:54.533304] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/THG.txt
[2025-12-17T20:32:54.533443] [INFO ] [sig       ] [3138/3576] Completed THG in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:54.533481] [INFO ] [sig       ] [3139/3576] Forecasting THO...
[2025-12-17T20:32:54.533509] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-17T20:32:54.533541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-17T20:32:54.546417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-17T20:32:54.546729] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-17T20:32:54.547513] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-17T20:32:54.547566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:54.547629] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:54.547657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:54.547713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:54.605032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:54.605957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:54.606042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:54.606074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:54.727941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:54.728096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:54.728135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:54.728164] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:54.732334] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-17T20:32:54.732661] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-17T20:32:54.732802] [INFO ] [sig       ] THO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:54.876118] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/THO.txt
[2025-12-17T20:32:54.876271] [INFO ] [sig       ] [3139/3576] Completed THO in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:54.876309] [INFO ] [sig       ] [3140/3576] Forecasting THQ...
[2025-12-17T20:32:54.876338] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-17T20:32:54.876368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-17T20:32:54.888550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-17T20:32:54.888990] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-17T20:32:54.889783] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-17T20:32:54.889835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:54.889872] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:54.889902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:54.889960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:54.948969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:54.949880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:54.949974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:54.950007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:55.070610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:55.070773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:55.070822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:55.070859] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:55.074237] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=57.83%)
[2025-12-17T20:32:55.074508] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-17T20:32:55.074653] [INFO ] [sig       ] THQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:55.214908] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/THQ.txt
[2025-12-17T20:32:55.215062] [INFO ] [sig       ] [3140/3576] Completed THQ in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:55.215100] [INFO ] [sig       ] [3141/3576] Forecasting THRM...
[2025-12-17T20:32:55.215130] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-17T20:32:55.215160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-17T20:32:55.226798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-17T20:32:55.227150] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-17T20:32:55.227956] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-17T20:32:55.228007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:55.228065] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:55.228094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:55.228149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:55.283757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:55.284596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:55.284676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:55.284708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:55.407923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:55.408073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:55.408114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:55.408142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:55.411459] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-17T20:32:55.411748] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-17T20:32:55.411897] [INFO ] [sig       ] THRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:55.553186] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/THRM.txt
[2025-12-17T20:32:55.553336] [INFO ] [sig       ] [3141/3576] Completed THRM in 0.3s | 2.93 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-17T20:32:55.553375] [INFO ] [sig       ] [3142/3576] Forecasting THRY...
[2025-12-17T20:32:55.553405] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-17T20:32:55.553435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-17T20:32:55.565018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-17T20:32:55.565324] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-17T20:32:55.566088] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-17T20:32:55.566139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:55.566181] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:55.566209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:55.566265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:55.622781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:55.623647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:55.623736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:55.623775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:55.750064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:55.750399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:55.750440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:55.750468] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:55.753851] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-17T20:32:55.754321] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-17T20:32:55.754448] [INFO ] [sig       ] THRY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:55.893126] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/THRY.txt
[2025-12-17T20:32:55.893243] [INFO ] [sig       ] [3142/3576] Completed THRY in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-17T20:32:55.893280] [INFO ] [sig       ] [3143/3576] Forecasting THS...
[2025-12-17T20:32:55.893309] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-17T20:32:55.893339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-17T20:32:55.904829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-17T20:32:55.905124] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-17T20:32:55.905896] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-17T20:32:55.905946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:55.905977] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:55.906004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:55.906058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:55.963078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:55.963677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:55.963751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:55.963783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:56.091386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:56.091539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:56.091595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:56.091626] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:56.095011] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-17T20:32:56.095278] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-17T20:32:56.095403] [INFO ] [sig       ] THS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:56.282555] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/THS.txt
[2025-12-17T20:32:56.282702] [INFO ] [sig       ] [3143/3576] Completed THS in 0.4s | 2.93 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-17T20:32:56.282740] [INFO ] [sig       ] [3144/3576] Forecasting TIGO...
[2025-12-17T20:32:56.282769] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-17T20:32:56.282801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-17T20:32:56.293919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-17T20:32:56.294206] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-17T20:32:56.294970] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-17T20:32:56.295020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:56.295052] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:56.295085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:56.295158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:56.351174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:56.351834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:56.351927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:56.351962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:56.467936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:56.468033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:56.468072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:56.468126] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:56.471496] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-12-17T20:32:56.471778] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-17T20:32:56.471905] [INFO ] [sig       ] TIGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:56.611547] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TIGO.txt
[2025-12-17T20:32:56.611676] [INFO ] [sig       ] [3144/3576] Completed TIGO in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-17T20:32:56.611714] [INFO ] [sig       ] [3145/3576] Forecasting TIL...
[2025-12-17T20:32:56.611743] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-17T20:32:56.611773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-17T20:32:56.622829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-17T20:32:56.623099] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-17T20:32:56.623862] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-17T20:32:56.623913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:56.623944] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:56.623970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:56.624025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:56.679663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:56.680286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:56.680363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:56.680395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:56.800352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:56.800485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:56.800524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:56.800552] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:56.803911] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-17T20:32:56.804178] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-17T20:32:56.804301] [INFO ] [sig       ] TIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:56.945657] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TIL.txt
[2025-12-17T20:32:56.945775] [INFO ] [sig       ] [3145/3576] Completed TIL in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:56.945819] [INFO ] [sig       ] [3146/3576] Forecasting TILE...
[2025-12-17T20:32:56.945849] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-17T20:32:56.945877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-17T20:32:56.957085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-17T20:32:56.957352] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-17T20:32:56.958172] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-17T20:32:56.958223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:56.958254] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:56.958279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:56.958333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:57.014261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:57.014984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:57.015064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:57.015097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:57.137583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:57.137716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:57.137753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:57.137788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:57.141054] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-17T20:32:57.141312] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-17T20:32:57.141434] [INFO ] [sig       ] TILE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:57.281272] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TILE.txt
[2025-12-17T20:32:57.281386] [INFO ] [sig       ] [3146/3576] Completed TILE in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:57.281423] [INFO ] [sig       ] [3147/3576] Forecasting TIMB...
[2025-12-17T20:32:57.281452] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-17T20:32:57.281482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-17T20:32:57.292715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-17T20:32:57.293017] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-17T20:32:57.293765] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-17T20:32:57.293819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:57.293850] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:57.293876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:57.293932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:57.350721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:57.351317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:57.351394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:57.351427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:57.471332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:57.471454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:57.471490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:57.471517] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:57.474677] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=35.23%)
[2025-12-17T20:32:57.474966] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-17T20:32:57.475101] [INFO ] [sig       ] TIMB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:57.612411] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TIMB.txt
[2025-12-17T20:32:57.612527] [INFO ] [sig       ] [3147/3576] Completed TIMB in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:57.612590] [INFO ] [sig       ] [3148/3576] Forecasting TITN...
[2025-12-17T20:32:57.612625] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-17T20:32:57.612655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-17T20:32:57.623711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-17T20:32:57.623977] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-17T20:32:57.624732] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-17T20:32:57.624783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:57.624815] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:57.624845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:57.624913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:57.680082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:57.680699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:57.680775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:57.680807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:57.797808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:57.797926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:57.797963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:57.797990] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:57.801182] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=15.60%)
[2025-12-17T20:32:57.801439] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-17T20:32:57.801560] [INFO ] [sig       ] TITN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:57.940764] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TITN.txt
[2025-12-17T20:32:57.940914] [INFO ] [sig       ] [3148/3576] Completed TITN in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:57.940954] [INFO ] [sig       ] [3149/3576] Forecasting TJX...
[2025-12-17T20:32:57.940984] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-17T20:32:57.941014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-17T20:32:57.952525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-17T20:32:57.952903] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-17T20:32:57.953690] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-17T20:32:57.953742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:57.953773] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:57.953800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:57.953855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:58.010266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:58.011136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:58.011225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:58.011258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:58.132444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:58.132609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:58.132652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:58.132696] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:58.136015] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-17T20:32:58.136278] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-17T20:32:58.136398] [INFO ] [sig       ] TJX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:58.275530] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TJX.txt
[2025-12-17T20:32:58.275698] [INFO ] [sig       ] [3149/3576] Completed TJX in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:58.275737] [INFO ] [sig       ] [3150/3576] Forecasting TK...
[2025-12-17T20:32:58.275767] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-17T20:32:58.275796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-17T20:32:58.286499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-17T20:32:58.286789] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-17T20:32:58.287529] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-17T20:32:58.287615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:58.287649] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:58.287675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:58.287729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:58.342400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:58.343045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:58.343120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:58.343153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:58.464189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:58.464321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:58.464360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:58.464388] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:58.467658] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-17T20:32:58.467919] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-17T20:32:58.468039] [INFO ] [sig       ] TK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:58.606892] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TK.txt
[2025-12-17T20:32:58.607025] [INFO ] [sig       ] [3150/3576] Completed TK in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:58.607064] [INFO ] [sig       ] [3151/3576] Forecasting TKC...
[2025-12-17T20:32:58.607094] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-17T20:32:58.607126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-17T20:32:58.618170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-17T20:32:58.618511] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-17T20:32:58.619305] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-17T20:32:58.619357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:58.619389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:58.619418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:58.619474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:58.674449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:58.675123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:58.675226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:58.675273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:58.796225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:58.796369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:58.796408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:58.796436] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:58.799751] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-17T20:32:58.800070] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-17T20:32:58.800219] [INFO ] [sig       ] TKC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:32:58.941322] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TKC.txt
[2025-12-17T20:32:58.941468] [INFO ] [sig       ] [3151/3576] Completed TKC in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:58.941507] [INFO ] [sig       ] [3152/3576] Forecasting TKNO...
[2025-12-17T20:32:58.941537] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-17T20:32:58.941567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-17T20:32:58.952345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-17T20:32:58.952691] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-17T20:32:58.953457] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-17T20:32:58.953508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:58.953539] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:58.953564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:58.953646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:59.009228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:59.010068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:59.010148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:59.010180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:59.126735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:59.126891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:59.126936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:59.126972] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:59.130370] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=77.18%)
[2025-12-17T20:32:59.130684] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-17T20:32:59.130814] [INFO ] [sig       ] TKNO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:59.269178] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TKNO.txt
[2025-12-17T20:32:59.269324] [INFO ] [sig       ] [3152/3576] Completed TKNO in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:59.269363] [INFO ] [sig       ] [3153/3576] Forecasting TKO...
[2025-12-17T20:32:59.269393] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-17T20:32:59.269424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-17T20:32:59.280806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-17T20:32:59.281167] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-17T20:32:59.282000] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-17T20:32:59.282052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:59.282085] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:59.282124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:59.282182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:59.337320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:59.338106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:59.338189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:59.338221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:59.456879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:59.457019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:59.457060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:59.457088] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:59.460811] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-17T20:32:59.461162] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-17T20:32:59.461327] [INFO ] [sig       ] TKO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:59.609387] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TKO.txt
[2025-12-17T20:32:59.609536] [INFO ] [sig       ] [3153/3576] Completed TKO in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:59.609605] [INFO ] [sig       ] [3154/3576] Forecasting TLK...
[2025-12-17T20:32:59.609638] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-17T20:32:59.609669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-17T20:32:59.621232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-17T20:32:59.621531] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-17T20:32:59.622318] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-17T20:32:59.622368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:59.622399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:59.622425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:59.622480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:32:59.677149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:32:59.677807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:32:59.677886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:32:59.677920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:32:59.801809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:32:59.801947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:32:59.801985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:32:59.802013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:32:59.805312] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-17T20:32:59.805614] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-17T20:32:59.805740] [INFO ] [sig       ] TLK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:32:59.943647] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TLK.txt
[2025-12-17T20:32:59.943804] [INFO ] [sig       ] [3154/3576] Completed TLK in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:32:59.943843] [INFO ] [sig       ] [3155/3576] Forecasting TLN...
[2025-12-17T20:32:59.943874] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-17T20:32:59.943904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-17T20:32:59.955047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-17T20:32:59.955374] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-17T20:32:59.956186] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-17T20:32:59.956237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:32:59.956268] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:32:59.956295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:32:59.956351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:00.011615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:00.012548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:00.012659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:00.012692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:00.136517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:00.136694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:00.136736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:00.136765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:00.140214] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-17T20:33:00.140505] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-17T20:33:00.140662] [INFO ] [sig       ] TLN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:00.281654] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TLN.txt
[2025-12-17T20:33:00.281801] [INFO ] [sig       ] [3155/3576] Completed TLN in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:33:00.281840] [INFO ] [sig       ] [3156/3576] Forecasting TLS...
[2025-12-17T20:33:00.281872] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-17T20:33:00.281903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-17T20:33:00.292894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-17T20:33:00.293222] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-17T20:33:00.294004] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-17T20:33:00.294055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:00.294087] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:00.294114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:00.294169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:00.350290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:00.351068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:00.351148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:00.351181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:00.468689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:00.468834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:00.468900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:00.468930] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:00.472446] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-17T20:33:00.472771] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-17T20:33:00.472915] [INFO ] [sig       ] TLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:00.624243] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TLS.txt
[2025-12-17T20:33:00.624386] [INFO ] [sig       ] [3156/3576] Completed TLS in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:33:00.624425] [INFO ] [sig       ] [3157/3576] Forecasting TLSA...
[2025-12-17T20:33:00.624456] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-17T20:33:00.624492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-17T20:33:00.635553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-17T20:33:00.635912] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-17T20:33:00.636689] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-17T20:33:00.636740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:00.636772] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:00.636798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:00.636854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:00.693843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:00.694640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:00.694723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:00.694756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:00.821445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:00.821556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:00.821614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:00.821645] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:00.824915] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-17T20:33:00.825181] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-17T20:33:00.825306] [INFO ] [sig       ] TLSA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:00.963796] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TLSA.txt
[2025-12-17T20:33:00.963927] [INFO ] [sig       ] [3157/3576] Completed TLSA in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:33:00.963965] [INFO ] [sig       ] [3158/3576] Forecasting TLSI...
[2025-12-17T20:33:00.963993] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-17T20:33:00.964023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-17T20:33:00.974750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-17T20:33:00.975052] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-17T20:33:00.975822] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-17T20:33:00.975873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:00.975934] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:00.975962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:00.976019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:01.033373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:01.034132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:01.034211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:01.034244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:01.153775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:01.153937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:01.153976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:01.154003] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:01.157561] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-17T20:33:01.157934] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-17T20:33:01.158090] [INFO ] [sig       ] TLSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:01.304477] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TLSI.txt
[2025-12-17T20:33:01.304686] [INFO ] [sig       ] [3158/3576] Completed TLSI in 0.3s | 2.93 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-17T20:33:01.304731] [INFO ] [sig       ] [3159/3576] Forecasting TLYS...
[2025-12-17T20:33:01.304771] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-17T20:33:01.304811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-17T20:33:01.317042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-17T20:33:01.317395] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-17T20:33:01.318190] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-17T20:33:01.318242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:01.318275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:01.318302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:01.318359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:01.373529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:01.374372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:01.374452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:01.374484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:01.494264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:01.494419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:01.494460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:01.494490] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:01.497993] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-17T20:33:01.498287] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-17T20:33:01.498421] [INFO ] [sig       ] TLYS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:01.640167] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TLYS.txt
[2025-12-17T20:33:01.640334] [INFO ] [sig       ] [3159/3576] Completed TLYS in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-17T20:33:01.640372] [INFO ] [sig       ] [3160/3576] Forecasting TM...
[2025-12-17T20:33:01.640402] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-17T20:33:01.640432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-17T20:33:01.652812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-17T20:33:01.653258] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-17T20:33:01.654131] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-17T20:33:01.654184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:01.654216] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:01.654243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:01.654300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:01.714415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:01.715398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:01.715485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:01.715518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:01.849336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:01.849494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:01.849535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:01.849564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:01.853020] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-17T20:33:01.853296] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-17T20:33:01.853423] [INFO ] [sig       ] TM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:01.989806] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TM.txt
[2025-12-17T20:33:01.989930] [INFO ] [sig       ] [3160/3576] Completed TM in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-17T20:33:01.989968] [INFO ] [sig       ] [3161/3576] Forecasting TMC...
[2025-12-17T20:33:01.989997] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-17T20:33:01.990029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-17T20:33:02.003427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-17T20:33:02.003818] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-17T20:33:02.004612] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-17T20:33:02.004663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:02.004695] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:02.004722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:02.004779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:02.060585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:02.061416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:02.061498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:02.061530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:02.177812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:02.177962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:02.178001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:02.178059] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:02.181380] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-17T20:33:02.181666] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-17T20:33:02.181794] [INFO ] [sig       ] TMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:02.319344] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TMC.txt
[2025-12-17T20:33:02.319487] [INFO ] [sig       ] [3161/3576] Completed TMC in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-17T20:33:02.319526] [INFO ] [sig       ] [3162/3576] Forecasting TMCI...
[2025-12-17T20:33:02.319557] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-17T20:33:02.319629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-17T20:33:02.330816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-17T20:33:02.331092] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-17T20:33:02.331865] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-17T20:33:02.331915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:02.331946] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:02.331972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:02.332027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:02.387304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:02.388029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:02.388108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:02.388140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:02.510620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:02.510739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:02.510778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:02.510807] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:02.514133] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-17T20:33:02.514403] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-17T20:33:02.514524] [INFO ] [sig       ] TMCI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:02.653404] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TMCI.txt
[2025-12-17T20:33:02.653529] [INFO ] [sig       ] [3162/3576] Completed TMCI in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-17T20:33:02.653566] [INFO ] [sig       ] [3163/3576] Forecasting TMDX...
[2025-12-17T20:33:02.653615] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-17T20:33:02.653645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-17T20:33:02.666773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-17T20:33:02.667080] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-17T20:33:02.667850] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-17T20:33:02.667901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:02.667932] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:02.667959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:02.668015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:02.723810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:02.724396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:02.724474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:02.724506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:02.845434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:02.845602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:02.845645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:02.845676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:02.849022] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-17T20:33:02.849323] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-17T20:33:02.849452] [INFO ] [sig       ] TMDX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:02.987162] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TMDX.txt
[2025-12-17T20:33:02.987305] [INFO ] [sig       ] [3163/3576] Completed TMDX in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:02.987343] [INFO ] [sig       ] [3164/3576] Forecasting TME...
[2025-12-17T20:33:02.987373] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-17T20:33:02.987404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-17T20:33:02.998274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-17T20:33:02.998606] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-17T20:33:02.999391] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-17T20:33:02.999442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:02.999472] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:02.999497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:02.999552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:03.058504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:03.059370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:03.059454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:03.059487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:03.177860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:03.177992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:03.178031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:03.178058] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:03.181274] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-17T20:33:03.181539] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-17T20:33:03.181679] [INFO ] [sig       ] TME: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:03.318324] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TME.txt
[2025-12-17T20:33:03.318449] [INFO ] [sig       ] [3164/3576] Completed TME in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:03.318487] [INFO ] [sig       ] [3165/3576] Forecasting TMHC...
[2025-12-17T20:33:03.318516] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-17T20:33:03.318546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-17T20:33:03.329719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-17T20:33:03.330033] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-17T20:33:03.330815] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-17T20:33:03.330866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:03.330897] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:03.330929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:03.330996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:03.387211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:03.387824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:03.387903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:03.387935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:03.506010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:03.506165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:03.506206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:03.506236] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:03.509742] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=62.00%)
[2025-12-17T20:33:03.510045] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-17T20:33:03.510196] [INFO ] [sig       ] TMHC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:03.650055] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TMHC.txt
[2025-12-17T20:33:03.650195] [INFO ] [sig       ] [3165/3576] Completed TMHC in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:03.650234] [INFO ] [sig       ] [3166/3576] Forecasting TMUS...
[2025-12-17T20:33:03.650264] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-17T20:33:03.650294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-17T20:33:03.661235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-17T20:33:03.661542] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-17T20:33:03.662309] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-17T20:33:03.662370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:03.662402] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:03.662428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:03.662484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:03.717073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:03.717854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:03.717934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:03.717966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:03.839771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:03.839915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:03.839962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:03.839996] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:03.843303] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=48.12%)
[2025-12-17T20:33:03.843564] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-17T20:33:03.843702] [INFO ] [sig       ] TMUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:03.982316] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TMUS.txt
[2025-12-17T20:33:03.982467] [INFO ] [sig       ] [3166/3576] Completed TMUS in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:03.982506] [INFO ] [sig       ] [3167/3576] Forecasting TNC...
[2025-12-17T20:33:03.982535] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-17T20:33:03.982565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-17T20:33:03.994554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-17T20:33:03.994903] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-17T20:33:03.995670] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-17T20:33:03.995721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:03.995752] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:03.995778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:03.995834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:04.052890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:04.053779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:04.053868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:04.053902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:04.177854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:04.178013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:04.178054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:04.178084] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:04.181782] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-17T20:33:04.182084] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-17T20:33:04.182224] [INFO ] [sig       ] TNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:04.326080] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TNC.txt
[2025-12-17T20:33:04.326229] [INFO ] [sig       ] [3167/3576] Completed TNC in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:04.326267] [INFO ] [sig       ] [3168/3576] Forecasting TNDM...
[2025-12-17T20:33:04.326297] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-17T20:33:04.326327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-17T20:33:04.337807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-17T20:33:04.338145] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-17T20:33:04.338953] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-17T20:33:04.339005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:04.339036] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:04.339064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:04.339121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:04.395990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:04.396850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:04.396980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:04.397023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:04.523384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:04.523536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:04.523592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:04.523625] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:04.526899] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-17T20:33:04.527165] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-17T20:33:04.527284] [INFO ] [sig       ] TNDM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:04.667406] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TNDM.txt
[2025-12-17T20:33:04.667565] [INFO ] [sig       ] [3168/3576] Completed TNDM in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:04.667626] [INFO ] [sig       ] [3169/3576] Forecasting TNGX...
[2025-12-17T20:33:04.667657] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-17T20:33:04.667686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-17T20:33:04.679645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-17T20:33:04.680028] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-17T20:33:04.681023] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-17T20:33:04.681092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:04.681131] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:04.681160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:04.681219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:04.738422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:04.739281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:04.739365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:04.739399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:04.858162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:04.858313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:04.858353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:04.858380] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:04.861786] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=43.28%)
[2025-12-17T20:33:04.862104] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-17T20:33:04.862244] [INFO ] [sig       ] TNGX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:05.002897] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TNGX.txt
[2025-12-17T20:33:05.003048] [INFO ] [sig       ] [3169/3576] Completed TNGX in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:05.003093] [INFO ] [sig       ] [3170/3576] Forecasting TNK...
[2025-12-17T20:33:05.003123] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-17T20:33:05.003154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-17T20:33:05.014334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-17T20:33:05.014696] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-17T20:33:05.015444] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-17T20:33:05.015496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:05.015527] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:05.015553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:05.015629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:05.071236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:05.072134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:05.072216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:05.072248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:05.191352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:05.191501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:05.191539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:05.191583] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:05.194840] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-17T20:33:05.195149] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-17T20:33:05.195275] [INFO ] [sig       ] TNK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:05.339624] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TNK.txt
[2025-12-17T20:33:05.339779] [INFO ] [sig       ] [3170/3576] Completed TNK in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:05.339818] [INFO ] [sig       ] [3171/3576] Forecasting TNL...
[2025-12-17T20:33:05.339849] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-17T20:33:05.339881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-17T20:33:05.351320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-17T20:33:05.351679] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-17T20:33:05.352594] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-17T20:33:05.352648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:05.352680] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:05.352709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:05.352765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:05.410109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:05.410986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:05.411081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:05.411120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:05.539334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:05.539435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:05.539476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:05.539506] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:05.542826] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2025-12-17T20:33:05.543087] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-17T20:33:05.543226] [INFO ] [sig       ] TNL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:05.691132] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TNL.txt
[2025-12-17T20:33:05.691321] [INFO ] [sig       ] [3171/3576] Completed TNL in 0.4s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:05.691513] [INFO ] [sig       ] [3172/3576] Forecasting TNON...
[2025-12-17T20:33:05.691542] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-17T20:33:05.691591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-17T20:33:05.703897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-17T20:33:05.704317] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-17T20:33:05.705198] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-17T20:33:05.705252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:05.705286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:05.705313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:05.705372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:05.766012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:05.766897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:05.766984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:05.767023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:05.888975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:05.889171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:05.889210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:05.889238] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:05.892667] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-17T20:33:05.892970] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-17T20:33:05.893105] [INFO ] [sig       ] TNON: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:06.033024] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TNON.txt
[2025-12-17T20:33:06.033175] [INFO ] [sig       ] [3172/3576] Completed TNON in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:06.033214] [INFO ] [sig       ] [3173/3576] Forecasting TNXP...
[2025-12-17T20:33:06.033245] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-17T20:33:06.033274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-17T20:33:06.045349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-17T20:33:06.045778] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-17T20:33:06.046570] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-17T20:33:06.046641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:06.046672] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:06.046698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:06.046753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:06.105258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:06.106155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:06.106240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:06.106273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:06.228201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:06.228353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:06.228409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:06.228439] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:06.231870] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-17T20:33:06.232143] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-17T20:33:06.232276] [INFO ] [sig       ] TNXP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:06.372507] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TNXP.txt
[2025-12-17T20:33:06.372670] [INFO ] [sig       ] [3173/3576] Completed TNXP in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:06.372711] [INFO ] [sig       ] [3174/3576] Forecasting TOI...
[2025-12-17T20:33:06.372740] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-17T20:33:06.372771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-17T20:33:06.383910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-17T20:33:06.384195] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-17T20:33:06.384965] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-17T20:33:06.385016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:06.385048] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:06.385074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:06.385130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:06.442087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:06.442896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:06.442978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:06.443011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:06.569844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:06.569995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:06.570034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:06.570062] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:06.573320] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-17T20:33:06.573598] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-17T20:33:06.573720] [INFO ] [sig       ] TOI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:06.719257] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TOI.txt
[2025-12-17T20:33:06.719410] [INFO ] [sig       ] [3174/3576] Completed TOI in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:06.719450] [INFO ] [sig       ] [3175/3576] Forecasting TOL...
[2025-12-17T20:33:06.719481] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-17T20:33:06.719512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-17T20:33:06.731179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-17T20:33:06.731478] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-17T20:33:06.732256] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-17T20:33:06.732309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:06.732366] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:06.732394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:06.732453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:06.787833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:06.788593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:06.788688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:06.788721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:06.906145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:06.906298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:06.906337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:06.906365] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:06.909670] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-17T20:33:06.909934] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-17T20:33:06.910058] [INFO ] [sig       ] TOL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:07.047998] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TOL.txt
[2025-12-17T20:33:07.048126] [INFO ] [sig       ] [3175/3576] Completed TOL in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:07.048165] [INFO ] [sig       ] [3176/3576] Forecasting TORO...
[2025-12-17T20:33:07.048194] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-17T20:33:07.048224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-17T20:33:07.059804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-17T20:33:07.060080] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-17T20:33:07.060859] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-17T20:33:07.060910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:07.060941] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:07.060967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:07.061022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:07.117041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:07.117838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:07.117918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:07.117950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:07.235758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:07.235911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:07.235951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:07.235979] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:07.239335] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=64.99%)
[2025-12-17T20:33:07.239638] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-17T20:33:07.239783] [INFO ] [sig       ] TORO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:07.379235] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TORO.txt
[2025-12-17T20:33:07.379393] [INFO ] [sig       ] [3176/3576] Completed TORO in 0.3s | 2.93 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-17T20:33:07.379433] [INFO ] [sig       ] [3177/3576] Forecasting TOWN...
[2025-12-17T20:33:07.379463] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-17T20:33:07.379493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-17T20:33:07.390880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-17T20:33:07.391270] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-17T20:33:07.392222] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-17T20:33:07.392285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:07.392353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:07.392389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:07.392472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:07.448446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:07.449257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:07.449336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:07.449368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:07.572785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:07.572937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:07.572979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:07.573008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:07.576430] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=34.87%)
[2025-12-17T20:33:07.576737] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-17T20:33:07.576868] [INFO ] [sig       ] TOWN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:07.718217] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TOWN.txt
[2025-12-17T20:33:07.718358] [INFO ] [sig       ] [3177/3576] Completed TOWN in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-17T20:33:07.718396] [INFO ] [sig       ] [3178/3576] Forecasting TOYO...
[2025-12-17T20:33:07.718425] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-17T20:33:07.718457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-17T20:33:07.729161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-17T20:33:07.729418] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-17T20:33:07.730179] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-17T20:33:07.730230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:07.730262] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:07.730288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:07.730344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:07.785479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:07.786119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:07.786198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:07.786230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:07.896455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:07.896636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:07.896677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:07.896735] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:07.900149] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-17T20:33:07.900428] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-17T20:33:07.900558] [INFO ] [sig       ] TOYO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:08.038603] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TOYO.txt
[2025-12-17T20:33:08.038751] [INFO ] [sig       ] [3178/3576] Completed TOYO in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-17T20:33:08.038790] [INFO ] [sig       ] [3179/3576] Forecasting TPB...
[2025-12-17T20:33:08.038818] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-17T20:33:08.038869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-17T20:33:08.050177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-17T20:33:08.050462] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-17T20:33:08.051254] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-17T20:33:08.051305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:08.051337] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:08.051363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:08.051418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:08.110654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:08.111341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:08.111423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:08.111456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:08.231850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:08.232021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:08.232068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:08.232103] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:08.235674] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-17T20:33:08.235944] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-17T20:33:08.236070] [INFO ] [sig       ] TPB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:08.375871] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TPB.txt
[2025-12-17T20:33:08.376025] [INFO ] [sig       ] [3179/3576] Completed TPB in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-17T20:33:08.376064] [INFO ] [sig       ] [3180/3576] Forecasting TPC...
[2025-12-17T20:33:08.376095] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-17T20:33:08.376125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-17T20:33:08.387837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-17T20:33:08.388121] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-17T20:33:08.388910] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-17T20:33:08.388961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:08.388992] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:08.389019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:08.389074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:08.444952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:08.445629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:08.445706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:08.445738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:08.564762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:08.564916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:08.564957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:08.564985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:08.568362] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-17T20:33:08.568658] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-17T20:33:08.568785] [INFO ] [sig       ] TPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:08.709655] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TPC.txt
[2025-12-17T20:33:08.709792] [INFO ] [sig       ] [3180/3576] Completed TPC in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-17T20:33:08.709830] [INFO ] [sig       ] [3181/3576] Forecasting TPG...
[2025-12-17T20:33:08.709866] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-17T20:33:08.709898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-17T20:33:08.721133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-17T20:33:08.721410] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-17T20:33:08.722235] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-17T20:33:08.722287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:08.722320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:08.722352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:08.722408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:08.779136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:08.779998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:08.780086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:08.780126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:08.896532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:08.896704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:08.896742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:08.896770] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:08.900051] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-17T20:33:08.900316] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-17T20:33:08.900439] [INFO ] [sig       ] TPG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:09.036625] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TPG.txt
[2025-12-17T20:33:09.036785] [INFO ] [sig       ] [3181/3576] Completed TPG in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:09.036825] [INFO ] [sig       ] [3182/3576] Forecasting TPGXL...
[2025-12-17T20:33:09.036866] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-17T20:33:09.036903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-17T20:33:09.048135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-17T20:33:09.048494] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-17T20:33:09.049328] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-17T20:33:09.049381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:09.049414] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:09.049442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:09.049499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:09.106842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:09.107768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:09.107871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:09.107912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:09.222147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:09.222294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:09.222334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:09.222365] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:09.225800] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-17T20:33:09.226071] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-17T20:33:09.226198] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:09.380703] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TPGXL.txt
[2025-12-17T20:33:09.380864] [INFO ] [sig       ] [3182/3576] Completed TPGXL in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:09.380904] [INFO ] [sig       ] [3183/3576] Forecasting TPH...
[2025-12-17T20:33:09.380934] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-17T20:33:09.380965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-17T20:33:09.392825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-17T20:33:09.393245] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-17T20:33:09.394077] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-17T20:33:09.394141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:09.394179] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:09.394212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:09.394276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:09.452896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:09.453830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:09.453922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:09.453956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:09.578448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:09.578617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:09.578661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:09.578691] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:09.582207] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-17T20:33:09.582495] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-17T20:33:09.582640] [INFO ] [sig       ] TPH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:09.726140] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TPH.txt
[2025-12-17T20:33:09.726265] [INFO ] [sig       ] [3183/3576] Completed TPH in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:09.726304] [INFO ] [sig       ] [3184/3576] Forecasting TPL...
[2025-12-17T20:33:09.726344] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-17T20:33:09.726385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-17T20:33:09.739633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-17T20:33:09.740044] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-17T20:33:09.740973] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-17T20:33:09.741033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:09.741070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:09.741103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:09.741176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:09.802320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:09.803163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:09.803258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:09.803291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:09.921583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:09.921739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:09.921778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:09.921824] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:09.925132] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-17T20:33:09.925395] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-17T20:33:09.925514] [INFO ] [sig       ] TPL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:10.061956] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TPL.txt
[2025-12-17T20:33:10.062090] [INFO ] [sig       ] [3184/3576] Completed TPL in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:10.062129] [INFO ] [sig       ] [3185/3576] Forecasting TPVG...
[2025-12-17T20:33:10.062161] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-17T20:33:10.062191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-17T20:33:10.073701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-17T20:33:10.074027] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-17T20:33:10.074803] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-17T20:33:10.074854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:10.074885] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:10.074912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:10.074969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:10.130181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:10.131055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:10.131179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:10.131211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:10.254307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:10.254457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:10.254496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:10.254525] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:10.257885] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=39.43%)
[2025-12-17T20:33:10.258160] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-17T20:33:10.258302] [INFO ] [sig       ] TPVG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:10.396558] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TPVG.txt
[2025-12-17T20:33:10.396704] [INFO ] [sig       ] [3185/3576] Completed TPVG in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:10.396741] [INFO ] [sig       ] [3186/3576] Forecasting TPYP...
[2025-12-17T20:33:10.396770] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-17T20:33:10.396800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-17T20:33:10.408384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-17T20:33:10.408700] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-17T20:33:10.409494] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-17T20:33:10.409544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:10.409595] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:10.409625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:10.409680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:10.468540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:10.469521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:10.469624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:10.469678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:10.590486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:10.590657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:10.590703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:10.590736] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:10.594410] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=65.70%)
[2025-12-17T20:33:10.594722] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-17T20:33:10.594866] [INFO ] [sig       ] TPYP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:10.743669] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TPYP.txt
[2025-12-17T20:33:10.743815] [INFO ] [sig       ] [3186/3576] Completed TPYP in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:10.743857] [INFO ] [sig       ] [3187/3576] Forecasting TPZ...
[2025-12-17T20:33:10.743887] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-17T20:33:10.743920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-17T20:33:10.756125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-17T20:33:10.756447] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-17T20:33:10.757308] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-17T20:33:10.757363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:10.757395] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:10.757423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:10.757496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:10.816959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:10.817726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:10.817805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:10.817837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:10.937174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:10.937326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:10.937368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:10.937397] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:10.940934] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=84.96%)
[2025-12-17T20:33:10.941241] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-17T20:33:10.941385] [INFO ] [sig       ] TPZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:11.092344] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TPZ.txt
[2025-12-17T20:33:11.092520] [INFO ] [sig       ] [3187/3576] Completed TPZ in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:11.092562] [INFO ] [sig       ] [3188/3576] Forecasting TQQQ...
[2025-12-17T20:33:11.092610] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-17T20:33:11.092645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-17T20:33:11.104430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-17T20:33:11.104786] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-17T20:33:11.105625] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-17T20:33:11.105677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:11.105716] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:11.105744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:11.105821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:11.161121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:11.161841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:11.161957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:11.161991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:11.283268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:11.283442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:11.283482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:11.283510] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:11.286848] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=70.57%)
[2025-12-17T20:33:11.287115] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-17T20:33:11.287239] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:11.424762] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TQQQ.txt
[2025-12-17T20:33:11.424920] [INFO ] [sig       ] [3188/3576] Completed TQQQ in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:11.424966] [INFO ] [sig       ] [3189/3576] Forecasting TRC...
[2025-12-17T20:33:11.425009] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-17T20:33:11.425044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-17T20:33:11.437192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-17T20:33:11.437487] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-17T20:33:11.438297] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-17T20:33:11.438349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:11.438383] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:11.438410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:11.438467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:11.496689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:11.497337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:11.497418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:11.497451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:11.619327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:11.619485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:11.619528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:11.619558] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:11.623273] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-17T20:33:11.623590] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-17T20:33:11.623728] [INFO ] [sig       ] TRC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:11.771768] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRC.txt
[2025-12-17T20:33:11.771912] [INFO ] [sig       ] [3189/3576] Completed TRC in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:11.771954] [INFO ] [sig       ] [3190/3576] Forecasting TRDA...
[2025-12-17T20:33:11.771983] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-17T20:33:11.772016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-17T20:33:11.783652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-17T20:33:11.783975] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-17T20:33:11.784793] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-17T20:33:11.784857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:11.784891] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:11.784918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:11.784974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:11.842921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:11.843915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:11.844002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:11.844036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:11.963866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:11.964016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:11.964057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:11.964085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:11.967460] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=25.01%)
[2025-12-17T20:33:11.967755] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-17T20:33:11.967884] [INFO ] [sig       ] TRDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:12.108533] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRDA.txt
[2025-12-17T20:33:12.108667] [INFO ] [sig       ] [3190/3576] Completed TRDA in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:12.108706] [INFO ] [sig       ] [3191/3576] Forecasting TREE...
[2025-12-17T20:33:12.108736] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-17T20:33:12.108766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-17T20:33:12.120126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-17T20:33:12.120406] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-17T20:33:12.121186] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-17T20:33:12.121237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:12.121269] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:12.121295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:12.121350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:12.175770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:12.176363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:12.176439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:12.176469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:12.295458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:12.295612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:12.295653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:12.295681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:12.298964] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-17T20:33:12.299237] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-17T20:33:12.299360] [INFO ] [sig       ] TREE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:12.436723] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TREE.txt
[2025-12-17T20:33:12.436853] [INFO ] [sig       ] [3191/3576] Completed TREE in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:12.436891] [INFO ] [sig       ] [3192/3576] Forecasting TREX...
[2025-12-17T20:33:12.436920] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-17T20:33:12.436950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-17T20:33:12.448288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-17T20:33:12.448595] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-17T20:33:12.449355] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-17T20:33:12.449405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:12.449463] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:12.449491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:12.449548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:12.507287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:12.508110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:12.508193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:12.508228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:12.636870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:12.637012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:12.637050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:12.637076] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:12.640461] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-12-17T20:33:12.640756] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-17T20:33:12.640880] [INFO ] [sig       ] TREX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:12.782144] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TREX.txt
[2025-12-17T20:33:12.782270] [INFO ] [sig       ] [3192/3576] Completed TREX in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:12.782308] [INFO ] [sig       ] [3193/3576] Forecasting TRGP...
[2025-12-17T20:33:12.782338] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-17T20:33:12.782367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-17T20:33:12.793630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-17T20:33:12.793952] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-17T20:33:12.794721] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-17T20:33:12.794770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:12.794801] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:12.794828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:12.794882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:12.850066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:12.850731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:12.850808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:12.850840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:12.965213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:12.965364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:12.965403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:12.965431] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:12.968718] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=54.43%)
[2025-12-17T20:33:12.969009] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-17T20:33:12.969133] [INFO ] [sig       ] TRGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:13.105165] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRGP.txt
[2025-12-17T20:33:13.105294] [INFO ] [sig       ] [3193/3576] Completed TRGP in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:13.105332] [INFO ] [sig       ] [3194/3576] Forecasting TRI...
[2025-12-17T20:33:13.105361] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-17T20:33:13.105390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-17T20:33:13.116768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-17T20:33:13.117057] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-17T20:33:13.117838] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-17T20:33:13.117888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:13.117920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:13.117946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:13.118001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:13.174159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:13.174813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:13.174893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:13.174926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:13.299817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:13.299999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:13.300042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:13.300072] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:13.303898] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=31.74%)
[2025-12-17T20:33:13.304198] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-17T20:33:13.304352] [INFO ] [sig       ] TRI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:13.446117] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRI.txt
[2025-12-17T20:33:13.446244] [INFO ] [sig       ] [3194/3576] Completed TRI in 0.3s | 2.93 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-17T20:33:13.446288] [INFO ] [sig       ] [3195/3576] Forecasting TRIN...
[2025-12-17T20:33:13.446319] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-17T20:33:13.446352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-17T20:33:13.459125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-17T20:33:13.459478] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-17T20:33:13.460311] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-17T20:33:13.460364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:13.460397] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:13.460424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:13.460481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:13.517914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:13.518606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:13.518689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:13.518722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:13.644996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:13.645148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:13.645189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:13.645248] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:13.648687] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-17T20:33:13.649021] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-17T20:33:13.649158] [INFO ] [sig       ] TRIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:13.793016] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRIN.txt
[2025-12-17T20:33:13.793176] [INFO ] [sig       ] [3195/3576] Completed TRIN in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-17T20:33:13.793216] [INFO ] [sig       ] [3196/3576] Forecasting TRIP...
[2025-12-17T20:33:13.793246] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-17T20:33:13.793277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-17T20:33:13.805107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-17T20:33:13.805383] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-17T20:33:13.806171] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-17T20:33:13.806223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:13.806255] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:13.806280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:13.806335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:13.865336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:13.866250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:13.866376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:13.866410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:13.982735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:13.982865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:13.982907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:13.982935] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:13.986192] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-17T20:33:13.986459] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-17T20:33:13.986599] [INFO ] [sig       ] TRIP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:14.124346] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRIP.txt
[2025-12-17T20:33:14.124674] [INFO ] [sig       ] [3196/3576] Completed TRIP in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-17T20:33:14.124712] [INFO ] [sig       ] [3197/3576] Forecasting TRMB...
[2025-12-17T20:33:14.124741] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-17T20:33:14.124771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-17T20:33:14.136065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-17T20:33:14.136345] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-17T20:33:14.137111] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-17T20:33:14.137164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:14.137203] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:14.137235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:14.137304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:14.194533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:14.195340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:14.195427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:14.195461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:14.317222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:14.317398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:14.317440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:14.317469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:14.320872] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-17T20:33:14.321136] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-17T20:33:14.321279] [INFO ] [sig       ] TRMB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:14.459173] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRMB.txt
[2025-12-17T20:33:14.459299] [INFO ] [sig       ] [3197/3576] Completed TRMB in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-17T20:33:14.459336] [INFO ] [sig       ] [3198/3576] Forecasting TRMD...
[2025-12-17T20:33:14.459364] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-17T20:33:14.459395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-17T20:33:14.470715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-17T20:33:14.470995] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-17T20:33:14.471777] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-17T20:33:14.471828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:14.471859] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:14.471884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:14.471939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:14.527199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:14.527827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:14.527906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:14.527937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:14.643591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:14.643748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:14.643789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:14.643817] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:14.647167] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2025-12-17T20:33:14.647454] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-17T20:33:14.647594] [INFO ] [sig       ] TRMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:14.786401] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRMD.txt
[2025-12-17T20:33:14.786552] [INFO ] [sig       ] [3198/3576] Completed TRMD in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:14.786611] [INFO ] [sig       ] [3199/3576] Forecasting TRMK...
[2025-12-17T20:33:14.786642] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-17T20:33:14.786673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-17T20:33:14.797701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-17T20:33:14.797973] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-17T20:33:14.798734] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-17T20:33:14.798784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:14.798816] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:14.798842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:14.798919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:14.854907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:14.855550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:14.855647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:14.855681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:14.970514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:14.970665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:14.970704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:14.970735] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:14.974047] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=85.33%)
[2025-12-17T20:33:14.974323] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-17T20:33:14.974451] [INFO ] [sig       ] TRMK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:15.114552] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRMK.txt
[2025-12-17T20:33:15.114706] [INFO ] [sig       ] [3199/3576] Completed TRMK in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:15.114749] [INFO ] [sig       ] [3200/3576] Forecasting TRN...
[2025-12-17T20:33:15.114779] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-17T20:33:15.114810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-17T20:33:15.126201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-17T20:33:15.126495] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-17T20:33:15.127277] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-17T20:33:15.127330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:15.127362] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:15.127390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:15.127446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:15.185451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:15.186159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:15.186242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:15.186279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:15.304290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:15.304449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:15.304488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:15.304516] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:15.307836] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=33.18%)
[2025-12-17T20:33:15.308102] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-17T20:33:15.308224] [INFO ] [sig       ] TRN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:15.448512] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRN.txt
[2025-12-17T20:33:15.448674] [INFO ] [sig       ] [3200/3576] Completed TRN in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:15.448716] [INFO ] [sig       ] [3201/3576] Forecasting TRNO...
[2025-12-17T20:33:15.448745] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-17T20:33:15.448777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-17T20:33:15.460430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-17T20:33:15.460778] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-17T20:33:15.461545] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-17T20:33:15.461628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:15.461663] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:15.461690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:15.461747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:15.518474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:15.519347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:15.519431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:15.519464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:15.641773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:15.641932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:15.641972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:15.642001] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:15.645539] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-17T20:33:15.645858] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-17T20:33:15.645998] [INFO ] [sig       ] TRNO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:15.788599] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRNO.txt
[2025-12-17T20:33:15.788745] [INFO ] [sig       ] [3201/3576] Completed TRNO in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:15.788785] [INFO ] [sig       ] [3202/3576] Forecasting TRNS...
[2025-12-17T20:33:15.788813] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-17T20:33:15.788844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-17T20:33:15.800679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-17T20:33:15.800994] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-17T20:33:15.801784] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-17T20:33:15.801836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:15.801869] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:15.801897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:15.801954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:15.857522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:15.858178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:15.858284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:15.858317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:15.979528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:15.979684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:15.979726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:15.979755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:15.983055] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=26.82%)
[2025-12-17T20:33:15.983323] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-17T20:33:15.983449] [INFO ] [sig       ] TRNS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:16.118661] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRNS.txt
[2025-12-17T20:33:16.118787] [INFO ] [sig       ] [3202/3576] Completed TRNS in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:16.118825] [INFO ] [sig       ] [3203/3576] Forecasting TROX...
[2025-12-17T20:33:16.118874] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-17T20:33:16.118912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-17T20:33:16.130533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-17T20:33:16.130868] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-17T20:33:16.131658] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-17T20:33:16.131710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:16.131743] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:16.131770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:16.131826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:16.186057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:16.186794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:16.186872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:16.186904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:16.304537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:16.304713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:16.304754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:16.304784] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:16.308209] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-17T20:33:16.308493] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-17T20:33:16.308642] [INFO ] [sig       ] TROX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:16.453269] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TROX.txt
[2025-12-17T20:33:16.453441] [INFO ] [sig       ] [3203/3576] Completed TROX in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:16.453485] [INFO ] [sig       ] [3204/3576] Forecasting TRP...
[2025-12-17T20:33:16.453514] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-17T20:33:16.453545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-17T20:33:16.464882] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRP'.
[2025-12-17T20:33:16.465183] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-17T20:33:16.465964] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-17T20:33:16.466014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:16.466046] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:16.466072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:16.466127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:16.522092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:16.522771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:16.522848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:16.522880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:16.637603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:16.637751] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:33:16.637790] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:16.637817] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:16.641129] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-17T20:33:16.641399] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-17T20:33:16.641526] [INFO ] [sig       ] TRP: Forecast for 2025-12-16: DOWN (sign=0.00)
[2025-12-17T20:33:16.781521] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-17	0 -> ./output/forecasts/individual/2025-12-17/TRP.txt
[2025-12-17T20:33:16.781685] [INFO ] [sig       ] [3204/3576] Completed TRP in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:16.781732] [INFO ] [sig       ] [3205/3576] Forecasting TRS...
[2025-12-17T20:33:16.781763] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-17T20:33:16.781792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-17T20:33:16.792964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-17T20:33:16.793269] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-17T20:33:16.794041] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-17T20:33:16.794092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:16.794122] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:16.794149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:16.794203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:16.850532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:16.851364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:16.851447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:16.851479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:16.970350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:16.970499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:16.970539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:16.970567] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:16.973870] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=16.88%)
[2025-12-17T20:33:16.974136] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-17T20:33:16.974259] [INFO ] [sig       ] TRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:17.112996] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRS.txt
[2025-12-17T20:33:17.113160] [INFO ] [sig       ] [3205/3576] Completed TRS in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:17.113198] [INFO ] [sig       ] [3206/3576] Forecasting TRTX...
[2025-12-17T20:33:17.113229] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-17T20:33:17.113265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-17T20:33:17.124198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-17T20:33:17.124521] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-17T20:33:17.125279] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-17T20:33:17.125332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:17.125364] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:17.125390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:17.125445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:17.180751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:17.181344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:17.181419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:17.181451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:17.300019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:17.300170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:17.300209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:17.300237] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:17.303514] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-17T20:33:17.303817] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-17T20:33:17.303940] [INFO ] [sig       ] TRTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:17.442411] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRTX.txt
[2025-12-17T20:33:17.442538] [INFO ] [sig       ] [3206/3576] Completed TRTX in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:17.442592] [INFO ] [sig       ] [3207/3576] Forecasting TRUE...
[2025-12-17T20:33:17.442625] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-17T20:33:17.442655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-17T20:33:17.453930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-17T20:33:17.454218] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-17T20:33:17.454997] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-17T20:33:17.455048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:17.455079] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:17.455105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:17.455159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:17.513031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:17.513729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:17.513808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:17.513841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:17.635444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:17.635613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:17.635654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:17.635683] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:17.639075] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2025-12-17T20:33:17.639350] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-17T20:33:17.639474] [INFO ] [sig       ] TRUE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:17.782362] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TRUE.txt
[2025-12-17T20:33:17.782509] [INFO ] [sig       ] [3207/3576] Completed TRUE in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:17.782548] [INFO ] [sig       ] [3208/3576] Forecasting TRUP...
[2025-12-17T20:33:17.782597] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-17T20:33:17.782629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-17T20:33:17.794450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-17T20:33:17.794749] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-17T20:33:17.795513] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-17T20:33:17.795565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:17.795625] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:17.795653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:17.795710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:17.855322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:17.856175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:17.856255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:17.856288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:17.975297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:17.975450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:17.975506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:17.975536] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:17.978809] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-17T20:33:17.979098] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-17T20:33:17.979217] [INFO ] [sig       ] TRUP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:18.114519] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRUP.txt
[2025-12-17T20:33:18.114666] [INFO ] [sig       ] [3208/3576] Completed TRUP in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:18.114706] [INFO ] [sig       ] [3209/3576] Forecasting TRVG...
[2025-12-17T20:33:18.114735] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-17T20:33:18.114765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-17T20:33:18.125895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-17T20:33:18.126188] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-17T20:33:18.126946] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-17T20:33:18.126997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:18.127074] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:18.127102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:18.127158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:18.182512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:18.183170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:18.183252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:18.183285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:18.303858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:18.304016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:18.304061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:18.304091] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:18.307456] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-17T20:33:18.307753] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-17T20:33:18.307879] [INFO ] [sig       ] TRVG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:18.460166] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TRVG.txt
[2025-12-17T20:33:18.460331] [INFO ] [sig       ] [3209/3576] Completed TRVG in 0.3s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:18.460373] [INFO ] [sig       ] [3210/3576] Forecasting TS...
[2025-12-17T20:33:18.460403] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-17T20:33:18.460434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-17T20:33:18.472941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-17T20:33:18.473358] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-17T20:33:18.474276] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-17T20:33:18.474348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:18.474387] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:18.474419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:18.474478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:18.557632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:18.558834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:18.558979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:18.559034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:18.723805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:18.723970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:18.724011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:18.724040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:18.728215] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-17T20:33:18.728619] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-17T20:33:18.728789] [INFO ] [sig       ] TS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:18.923172] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TS.txt
[2025-12-17T20:33:18.923400] [INFO ] [sig       ] [3210/3576] Completed TS in 0.5s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:18.923466] [INFO ] [sig       ] [3211/3576] Forecasting TSBK...
[2025-12-17T20:33:18.923516] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-17T20:33:18.923567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-17T20:33:18.949894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-17T20:33:18.950382] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-17T20:33:18.951442] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-17T20:33:18.951503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:18.951541] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:18.951590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:18.951665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:19.037196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:19.038328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:19.038443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:19.038491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:19.181671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:19.181871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:19.181930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:19.181974] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:19.187221] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-17T20:33:19.187718] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-17T20:33:19.187927] [INFO ] [sig       ] TSBK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:19.379431] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSBK.txt
[2025-12-17T20:33:19.379674] [INFO ] [sig       ] [3211/3576] Completed TSBK in 0.5s | 2.93 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-17T20:33:19.379736] [INFO ] [sig       ] [3212/3576] Forecasting TSCO...
[2025-12-17T20:33:19.379789] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-17T20:33:19.379842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-17T20:33:19.395447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-17T20:33:19.395943] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-17T20:33:19.397014] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-17T20:33:19.397080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:19.397138] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:19.397174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:19.397255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:19.479244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:19.480244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:19.480341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:19.480378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:19.620299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:19.620455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:19.620497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:19.620559] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:19.624044] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2025-12-17T20:33:19.624337] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-17T20:33:19.624471] [INFO ] [sig       ] TSCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:19.767232] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSCO.txt
[2025-12-17T20:33:19.767399] [INFO ] [sig       ] [3212/3576] Completed TSCO in 0.4s | 2.93 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-17T20:33:19.767446] [INFO ] [sig       ] [3213/3576] Forecasting TSDD...
[2025-12-17T20:33:19.767480] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-17T20:33:19.767510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-17T20:33:19.778748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-17T20:33:19.779061] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-17T20:33:19.779843] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-17T20:33:19.779895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:19.779928] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:19.779954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:19.780009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:19.835661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:19.836250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:19.836336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:19.836394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:19.957920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:19.958046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:19.958086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:19.958114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:19.961385] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-12-17T20:33:19.961713] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-17T20:33:19.961840] [INFO ] [sig       ] TSDD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:20.099238] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSDD.txt
[2025-12-17T20:33:20.099371] [INFO ] [sig       ] [3213/3576] Completed TSDD in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-17T20:33:20.099410] [INFO ] [sig       ] [3214/3576] Forecasting TSEM...
[2025-12-17T20:33:20.099439] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-17T20:33:20.099470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-17T20:33:20.111314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-17T20:33:20.111622] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-17T20:33:20.112375] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-17T20:33:20.112426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:20.112457] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:20.112483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:20.112540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:20.167745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:20.168336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:20.168413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:20.168444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:20.288208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:20.288346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:20.288401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:20.288439] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:20.291877] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2025-12-17T20:33:20.292162] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-17T20:33:20.292284] [INFO ] [sig       ] TSEM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:20.430116] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSEM.txt
[2025-12-17T20:33:20.430220] [INFO ] [sig       ] [3214/3576] Completed TSEM in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-17T20:33:20.430258] [INFO ] [sig       ] [3215/3576] Forecasting TSHA...
[2025-12-17T20:33:20.430287] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-17T20:33:20.430317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-17T20:33:20.441212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-17T20:33:20.441491] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-17T20:33:20.442264] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-17T20:33:20.442314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:20.442346] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:20.442372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:20.442434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:20.498809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:20.499429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:20.499528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:20.499562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:20.618886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:20.618983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:20.619022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:20.619049] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:20.622459] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-17T20:33:20.622771] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-17T20:33:20.622903] [INFO ] [sig       ] TSHA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:20.763510] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSHA.txt
[2025-12-17T20:33:20.763647] [INFO ] [sig       ] [3215/3576] Completed TSHA in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-17T20:33:20.763687] [INFO ] [sig       ] [3216/3576] Forecasting TSI...
[2025-12-17T20:33:20.763723] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-17T20:33:20.763753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-17T20:33:20.774512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-17T20:33:20.774819] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-17T20:33:20.775600] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-17T20:33:20.775655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:20.775685] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:20.775712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:20.775769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:20.832463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:20.833074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:20.833149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:20.833181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:20.948216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:20.948366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:20.948405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:20.948433] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:20.951795] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-17T20:33:20.952065] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-17T20:33:20.952185] [INFO ] [sig       ] TSI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:21.092034] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSI.txt
[2025-12-17T20:33:21.092195] [INFO ] [sig       ] [3216/3576] Completed TSI in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:21.092235] [INFO ] [sig       ] [3217/3576] Forecasting TSL...
[2025-12-17T20:33:21.092265] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-17T20:33:21.092294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-17T20:33:21.105125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-17T20:33:21.105489] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-17T20:33:21.106310] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-17T20:33:21.106365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:21.106399] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:21.106426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:21.106483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:21.163818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:21.164429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:21.164506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:21.164538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:21.280421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:21.280603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:21.280643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:21.280672] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:21.283985] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-17T20:33:21.284247] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-17T20:33:21.284365] [INFO ] [sig       ] TSL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:21.422170] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSL.txt
[2025-12-17T20:33:21.422319] [INFO ] [sig       ] [3217/3576] Completed TSL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:21.422357] [INFO ] [sig       ] [3218/3576] Forecasting TSLA...
[2025-12-17T20:33:21.422387] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-17T20:33:21.422418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-17T20:33:21.434561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-17T20:33:21.434941] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-17T20:33:21.435748] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-17T20:33:21.435800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:21.435833] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:21.435860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:21.435917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:21.492749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:21.493649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:21.493741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:21.493775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:21.615107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:21.615265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:21.615304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:21.615334] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:21.618720] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-17T20:33:21.619025] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-17T20:33:21.619150] [INFO ] [sig       ] TSLA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:21.760240] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSLA.txt
[2025-12-17T20:33:21.760398] [INFO ] [sig       ] [3218/3576] Completed TSLA in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:21.760446] [INFO ] [sig       ] [3219/3576] Forecasting TSLL...
[2025-12-17T20:33:21.760483] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-17T20:33:21.760519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-17T20:33:21.772506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-17T20:33:21.772896] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-17T20:33:21.773928] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-17T20:33:21.773980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:21.774012] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:21.774038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:21.774094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:21.831339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:21.832211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:21.832335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:21.832368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:21.951554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:21.951728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:21.951768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:21.951812] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:21.955135] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-17T20:33:21.955406] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-17T20:33:21.955529] [INFO ] [sig       ] TSLL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:22.093797] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSLL.txt
[2025-12-17T20:33:22.093921] [INFO ] [sig       ] [3219/3576] Completed TSLL in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:22.093958] [INFO ] [sig       ] [3220/3576] Forecasting TSLQ...
[2025-12-17T20:33:22.093988] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-17T20:33:22.094018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-17T20:33:22.104305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-17T20:33:22.104619] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-17T20:33:22.105413] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-17T20:33:22.105465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:22.105498] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:22.105525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:22.105603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:22.161227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:22.161844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:22.161919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:22.161951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:22.279223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:22.279356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:22.279391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:22.279420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:22.282665] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-12-17T20:33:22.282936] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-17T20:33:22.283061] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:22.418714] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSLQ.txt
[2025-12-17T20:33:22.418829] [INFO ] [sig       ] [3220/3576] Completed TSLQ in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:22.418881] [INFO ] [sig       ] [3221/3576] Forecasting TSLS...
[2025-12-17T20:33:22.418911] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-17T20:33:22.418940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-17T20:33:22.430343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-17T20:33:22.430665] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-17T20:33:22.431427] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-17T20:33:22.431478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:22.431510] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:22.431536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:22.431620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:22.489848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:22.490893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:22.491015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:22.491049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:22.612327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:22.612474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:22.612515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:22.612543] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:22.615906] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-12-17T20:33:22.616176] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-17T20:33:22.616313] [INFO ] [sig       ] TSLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:22.754088] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSLS.txt
[2025-12-17T20:33:22.754199] [INFO ] [sig       ] [3221/3576] Completed TSLS in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:22.754242] [INFO ] [sig       ] [3222/3576] Forecasting TSLX...
[2025-12-17T20:33:22.754273] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-17T20:33:22.754303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-17T20:33:22.765986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-17T20:33:22.766300] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-17T20:33:22.767092] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-17T20:33:22.767143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:22.767176] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:22.767203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:22.767259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:22.823400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:22.823995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:22.824071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:22.824103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:22.941096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:22.941232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:22.941271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:22.941300] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:22.944597] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-17T20:33:22.944857] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-17T20:33:22.944978] [INFO ] [sig       ] TSLX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:23.081968] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TSLX.txt
[2025-12-17T20:33:23.082082] [INFO ] [sig       ] [3222/3576] Completed TSLX in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:23.082118] [INFO ] [sig       ] [3223/3576] Forecasting TSM...
[2025-12-17T20:33:23.082148] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-17T20:33:23.082177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-17T20:33:23.093500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-17T20:33:23.093832] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-17T20:33:23.094640] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-17T20:33:23.094692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:23.094724] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:23.094761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:23.094819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:23.150390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:23.150984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:23.151058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:23.151089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:23.272094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:23.272232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:23.272271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:23.272298] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:23.275507] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-17T20:33:23.275787] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-17T20:33:23.275908] [INFO ] [sig       ] TSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:23.412706] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSM.txt
[2025-12-17T20:33:23.412814] [INFO ] [sig       ] [3223/3576] Completed TSM in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:23.412851] [INFO ] [sig       ] [3224/3576] Forecasting TSN...
[2025-12-17T20:33:23.412880] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-17T20:33:23.412909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-17T20:33:23.424313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-17T20:33:23.424615] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-17T20:33:23.425355] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-17T20:33:23.425411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:23.425449] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:23.425481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:23.425549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:23.481306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:23.481919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:23.481994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:23.482025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:23.602370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:23.602519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:23.602557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:23.602602] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:23.605902] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=61.63%)
[2025-12-17T20:33:23.606163] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-17T20:33:23.606282] [INFO ] [sig       ] TSN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:23.745943] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSN.txt
[2025-12-17T20:33:23.746063] [INFO ] [sig       ] [3224/3576] Completed TSN in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:23.746101] [INFO ] [sig       ] [3225/3576] Forecasting TSQ...
[2025-12-17T20:33:23.746129] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-17T20:33:23.746159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-17T20:33:23.756495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-17T20:33:23.756795] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-17T20:33:23.757536] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-17T20:33:23.757611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:23.757647] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:23.757681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:23.757743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:23.813870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:23.814458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:23.814535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:23.814567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:23.936759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:23.936888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:23.936924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:23.936954] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:23.940222] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=53.98%)
[2025-12-17T20:33:23.940505] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-17T20:33:23.940666] [INFO ] [sig       ] TSQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:24.079707] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TSQ.txt
[2025-12-17T20:33:24.079827] [INFO ] [sig       ] [3225/3576] Completed TSQ in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:24.079864] [INFO ] [sig       ] [3226/3576] Forecasting TTC...
[2025-12-17T20:33:24.079893] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-17T20:33:24.079924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-17T20:33:24.091016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-17T20:33:24.091305] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-17T20:33:24.092096] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-17T20:33:24.092169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:24.092202] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:24.092228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:24.092288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:24.150064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:24.150794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:24.150873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:24.150905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:24.271760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:24.271909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:24.271947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:24.271975] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:24.275213] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-17T20:33:24.275494] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-17T20:33:24.275665] [INFO ] [sig       ] TTC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:24.415672] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TTC.txt
[2025-12-17T20:33:24.415806] [INFO ] [sig       ] [3226/3576] Completed TTC in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:24.415844] [INFO ] [sig       ] [3227/3576] Forecasting TTD...
[2025-12-17T20:33:24.415873] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-17T20:33:24.415909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-17T20:33:24.427254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-17T20:33:24.427590] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-17T20:33:24.428346] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-17T20:33:24.428396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:24.428426] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:24.428452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:24.428507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:24.484519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:24.485361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:24.485440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:24.485472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:24.603867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:24.604019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:24.604057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:24.604086] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:24.607473] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=80.09%)
[2025-12-17T20:33:24.607801] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-17T20:33:24.607952] [INFO ] [sig       ] TTD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:24.746362] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TTD.txt
[2025-12-17T20:33:24.746521] [INFO ] [sig       ] [3227/3576] Completed TTD in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:24.746559] [INFO ] [sig       ] [3228/3576] Forecasting TTE...
[2025-12-17T20:33:24.746609] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-17T20:33:24.746643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-17T20:33:24.758243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-17T20:33:24.758648] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-17T20:33:24.759441] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-17T20:33:24.759496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:24.759528] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:24.759555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:24.759633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:24.815464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:24.816365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:24.816451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:24.816484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:24.938977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:24.939133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:24.939173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:24.939199] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:24.942591] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=75.96%)
[2025-12-17T20:33:24.942885] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-17T20:33:24.943011] [INFO ] [sig       ] TTE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:25.083515] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TTE.txt
[2025-12-17T20:33:25.083671] [INFO ] [sig       ] [3228/3576] Completed TTE in 0.3s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:25.083711] [INFO ] [sig       ] [3229/3576] Forecasting TTEC...
[2025-12-17T20:33:25.083741] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-17T20:33:25.083771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-17T20:33:25.094951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-17T20:33:25.095287] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-17T20:33:25.096070] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-17T20:33:25.096122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:25.096154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:25.096182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:25.096242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:25.152406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:25.153262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:25.153344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:25.153376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:25.302151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:25.302303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:25.302377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:25.302406] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:25.305757] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=40.78%)
[2025-12-17T20:33:25.306023] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-17T20:33:25.306146] [INFO ] [sig       ] TTEC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:25.444637] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TTEC.txt
[2025-12-17T20:33:25.444769] [INFO ] [sig       ] [3229/3576] Completed TTEC in 0.4s | 2.93 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-17T20:33:25.444807] [INFO ] [sig       ] [3230/3576] Forecasting TTEK...
[2025-12-17T20:33:25.444836] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-17T20:33:25.444867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-17T20:33:25.455801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-17T20:33:25.456082] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-17T20:33:25.456875] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-17T20:33:25.456925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:25.456956] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:25.456983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:25.457038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:25.512661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:25.513489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:25.513591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:25.513626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:25.637554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:25.637718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:25.637757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:25.637786] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:25.641219] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-17T20:33:25.641486] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-17T20:33:25.641637] [INFO ] [sig       ] TTEK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:25.781151] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TTEK.txt
[2025-12-17T20:33:25.781277] [INFO ] [sig       ] [3230/3576] Completed TTEK in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-17T20:33:25.781315] [INFO ] [sig       ] [3231/3576] Forecasting TTI...
[2025-12-17T20:33:25.781345] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-17T20:33:25.781375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-17T20:33:25.792500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-17T20:33:25.792809] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-17T20:33:25.793547] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-17T20:33:25.793622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:25.793654] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:25.793680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:25.793734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:25.849815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:25.850747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:25.850826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:25.850858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:25.974187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:25.974336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:25.974376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:25.974404] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:25.977704] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=78.68%)
[2025-12-17T20:33:25.977966] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-17T20:33:25.978089] [INFO ] [sig       ] TTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:26.117388] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TTI.txt
[2025-12-17T20:33:26.117528] [INFO ] [sig       ] [3231/3576] Completed TTI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-17T20:33:26.117592] [INFO ] [sig       ] [3232/3576] Forecasting TTMI...
[2025-12-17T20:33:26.117631] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-17T20:33:26.117669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-17T20:33:26.129118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-17T20:33:26.129480] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-17T20:33:26.130501] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-17T20:33:26.130564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:26.130634] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:26.130671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:26.130728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:26.188344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:26.189111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:26.189190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:26.189223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:26.306049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:26.306210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:26.306249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:26.306276] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:26.309667] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-17T20:33:26.309938] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-17T20:33:26.310058] [INFO ] [sig       ] TTMI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:26.448092] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TTMI.txt
[2025-12-17T20:33:26.448221] [INFO ] [sig       ] [3232/3576] Completed TTMI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-17T20:33:26.448259] [INFO ] [sig       ] [3233/3576] Forecasting TTSH...
[2025-12-17T20:33:26.448313] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-17T20:33:26.448345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-17T20:33:26.458881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-17T20:33:26.459186] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-17T20:33:26.459956] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-17T20:33:26.460007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:26.460038] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:26.460064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:26.460119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:26.522993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:26.523850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:26.523931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:26.523964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:26.642778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:26.642925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:26.642965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:26.642992] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:26.646262] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-12-17T20:33:26.646530] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-17T20:33:26.646672] [INFO ] [sig       ] TTSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:26.791106] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TTSH.txt
[2025-12-17T20:33:26.791273] [INFO ] [sig       ] [3233/3576] Completed TTSH in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:26.791315] [INFO ] [sig       ] [3234/3576] Forecasting TTWO...
[2025-12-17T20:33:26.791346] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-17T20:33:26.791388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-17T20:33:26.803785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-17T20:33:26.804156] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-17T20:33:26.804966] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-17T20:33:26.805017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:26.805059] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:26.805087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:26.805144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:26.862987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:26.863843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:26.863949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:26.863982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:26.985021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:26.985176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:26.985218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:26.985247] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:26.988664] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-17T20:33:26.988964] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-17T20:33:26.989094] [INFO ] [sig       ] TTWO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:27.127689] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TTWO.txt
[2025-12-17T20:33:27.127839] [INFO ] [sig       ] [3234/3576] Completed TTWO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:27.127878] [INFO ] [sig       ] [3235/3576] Forecasting TUGN...
[2025-12-17T20:33:27.127909] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-17T20:33:27.127939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-17T20:33:27.138392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-17T20:33:27.138710] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-17T20:33:27.139499] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-17T20:33:27.139555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:27.139606] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:27.139635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:27.139692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:27.194756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:27.195440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:27.195518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:27.195550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:27.304200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:27.304352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:27.304392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:27.304420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:27.307822] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-17T20:33:27.308093] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-17T20:33:27.308219] [INFO ] [sig       ] TUGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:27.447222] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TUGN.txt
[2025-12-17T20:33:27.447360] [INFO ] [sig       ] [3235/3576] Completed TUGN in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:27.447398] [INFO ] [sig       ] [3236/3576] Forecasting TUSK...
[2025-12-17T20:33:27.447427] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-17T20:33:27.447456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-17T20:33:27.458871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-17T20:33:27.459192] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-17T20:33:27.460022] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-17T20:33:27.460085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:27.460118] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:27.460146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:27.460228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:27.519660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:27.520688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:27.520777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:27.520811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:27.643671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:27.643806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:27.643846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:27.643875] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:27.647262] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=75.06%)
[2025-12-17T20:33:27.647550] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-17T20:33:27.647722] [INFO ] [sig       ] TUSK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:27.788870] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TUSK.txt
[2025-12-17T20:33:27.789019] [INFO ] [sig       ] [3236/3576] Completed TUSK in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:27.789060] [INFO ] [sig       ] [3237/3576] Forecasting TVC...
[2025-12-17T20:33:27.789090] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-17T20:33:27.789122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-17T20:33:27.800130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-17T20:33:27.800415] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-17T20:33:27.801248] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-17T20:33:27.801300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:27.801331] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:27.801357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:27.801411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:27.857966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:27.858631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:27.858711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:27.858742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:27.964958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:27.965113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:27.965159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:27.965191] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:27.968498] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-12-17T20:33:27.968787] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-17T20:33:27.968944] [INFO ] [sig       ] TVC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:28.111338] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TVC.txt
[2025-12-17T20:33:28.111486] [INFO ] [sig       ] [3237/3576] Completed TVC in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:28.111525] [INFO ] [sig       ] [3238/3576] Forecasting TVE...
[2025-12-17T20:33:28.111556] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-17T20:33:28.111619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-17T20:33:28.123112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-17T20:33:28.123454] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-17T20:33:28.124395] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-17T20:33:28.124447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:28.124479] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:28.124514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:28.124620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:28.181366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:28.182264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:28.182346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:28.182380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:28.283230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:28.283387] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:33:28.283427] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:28.283458] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:28.286875] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-17T20:33:28.287155] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-17T20:33:28.287283] [INFO ] [sig       ] TVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:28.433162] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TVE.txt
[2025-12-17T20:33:28.433312] [INFO ] [sig       ] [3238/3576] Completed TVE in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:28.433352] [INFO ] [sig       ] [3239/3576] Forecasting TVTX...
[2025-12-17T20:33:28.433383] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-17T20:33:28.433413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-17T20:33:28.444746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-17T20:33:28.445055] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-17T20:33:28.445860] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-17T20:33:28.445912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:28.445943] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:28.445970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:28.446027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:28.503754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:28.504525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:28.504638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:28.504675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:28.627029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:28.627179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:28.627219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:28.627248] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:28.630774] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-17T20:33:28.631098] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-17T20:33:28.631234] [INFO ] [sig       ] TVTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:28.775714] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TVTX.txt
[2025-12-17T20:33:28.775843] [INFO ] [sig       ] [3239/3576] Completed TVTX in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:28.775888] [INFO ] [sig       ] [3240/3576] Forecasting TWFG...
[2025-12-17T20:33:28.775919] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-17T20:33:28.775948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-17T20:33:28.786826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-17T20:33:28.787132] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-17T20:33:28.788004] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-17T20:33:28.788056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:28.788089] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:28.788117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:28.788175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:28.845704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:28.846529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:28.846634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:28.846670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:28.969317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:28.969495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:28.969560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:28.969633] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:28.974719] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-17T20:33:28.975109] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-17T20:33:28.975286] [INFO ] [sig       ] TWFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:29.128975] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TWFG.txt
[2025-12-17T20:33:29.129109] [INFO ] [sig       ] [3240/3576] Completed TWFG in 0.4s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:29.129147] [INFO ] [sig       ] [3241/3576] Forecasting TWG...
[2025-12-17T20:33:29.129177] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-17T20:33:29.129207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-17T20:33:29.140215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-17T20:33:29.140552] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-17T20:33:29.141375] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-17T20:33:29.141439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:29.141480] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:29.141511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:29.141603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:29.198433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:29.199302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:29.199382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:29.199414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:29.315814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:29.315960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:29.316001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:29.316030] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:29.319314] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-17T20:33:29.319605] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-17T20:33:29.319748] [INFO ] [sig       ] TWG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:29.462433] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TWG.txt
[2025-12-17T20:33:29.462609] [INFO ] [sig       ] [3241/3576] Completed TWG in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:29.462651] [INFO ] [sig       ] [3242/3576] Forecasting TWI...
[2025-12-17T20:33:29.462683] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-17T20:33:29.462713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-17T20:33:29.473892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-17T20:33:29.474254] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-17T20:33:29.475049] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-17T20:33:29.475101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:29.475132] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:29.475158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:29.475213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:29.532191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:29.533098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:29.533185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:29.533218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:29.648781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:29.648961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:29.649001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:29.649028] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:29.652447] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-17T20:33:29.652771] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-17T20:33:29.652900] [INFO ] [sig       ] TWI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:29.791678] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TWI.txt
[2025-12-17T20:33:29.791804] [INFO ] [sig       ] [3242/3576] Completed TWI in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:29.791842] [INFO ] [sig       ] [3243/3576] Forecasting TWIN...
[2025-12-17T20:33:29.791872] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-17T20:33:29.791902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-17T20:33:29.803064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-17T20:33:29.803443] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-17T20:33:29.804266] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-17T20:33:29.804327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:29.804365] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:29.804393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:29.804450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:29.862448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:29.863293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:29.863378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:29.863410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:29.984377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:29.984532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:29.984609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:29.984642] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:29.988554] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-17T20:33:29.989007] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-17T20:33:29.989192] [INFO ] [sig       ] TWIN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:30.142083] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TWIN.txt
[2025-12-17T20:33:30.142218] [INFO ] [sig       ] [3243/3576] Completed TWIN in 0.4s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:30.142257] [INFO ] [sig       ] [3244/3576] Forecasting TWLO...
[2025-12-17T20:33:30.142287] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-17T20:33:30.142316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-17T20:33:30.154541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-17T20:33:30.154925] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-17T20:33:30.155766] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-17T20:33:30.155819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:30.155851] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:30.155878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:30.155934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:30.211500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:30.212158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:30.212236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:30.212268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:30.336666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:30.336817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:30.336857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:30.336885] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:30.340344] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-17T20:33:30.340641] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-17T20:33:30.340770] [INFO ] [sig       ] TWLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:30.479547] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TWLO.txt
[2025-12-17T20:33:30.479711] [INFO ] [sig       ] [3244/3576] Completed TWLO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:30.479755] [INFO ] [sig       ] [3245/3576] Forecasting TWO...
[2025-12-17T20:33:30.479785] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-17T20:33:30.479815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-17T20:33:30.492170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-17T20:33:30.492490] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-17T20:33:30.493277] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-17T20:33:30.493328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:30.493359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:30.493384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:30.493439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:30.548428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:30.549177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:30.549258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:30.549289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:30.664973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:30.665119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:30.665160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:30.665189] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:30.668530] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-17T20:33:30.668813] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-17T20:33:30.668954] [INFO ] [sig       ] TWO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:30.807492] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TWO.txt
[2025-12-17T20:33:30.807659] [INFO ] [sig       ] [3245/3576] Completed TWO in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:30.807700] [INFO ] [sig       ] [3246/3576] Forecasting TX...
[2025-12-17T20:33:30.807729] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-17T20:33:30.807761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-17T20:33:30.819149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-17T20:33:30.819458] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-17T20:33:30.820248] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-17T20:33:30.820299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:30.820329] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:30.820355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:30.820411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:30.874996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:30.875739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:30.875817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:30.875849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:30.993770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:30.993917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:30.993955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:30.993983] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:30.997255] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-17T20:33:30.997521] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-17T20:33:30.997661] [INFO ] [sig       ] TX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:31.132775] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TX.txt
[2025-12-17T20:33:31.132928] [INFO ] [sig       ] [3246/3576] Completed TX in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:31.132969] [INFO ] [sig       ] [3247/3576] Forecasting TXG...
[2025-12-17T20:33:31.132999] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-17T20:33:31.133032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-17T20:33:31.145079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-17T20:33:31.145423] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-17T20:33:31.146219] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-17T20:33:31.146271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:31.146316] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:31.146345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:31.146402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:31.202706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:31.203351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:31.203431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:31.203464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:31.318526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:31.318694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:31.318740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:31.318776] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:31.322076] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-17T20:33:31.322347] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-17T20:33:31.322468] [INFO ] [sig       ] TXG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:31.458996] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TXG.txt
[2025-12-17T20:33:31.459119] [INFO ] [sig       ] [3247/3576] Completed TXG in 0.3s | 2.93 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-17T20:33:31.459157] [INFO ] [sig       ] [3248/3576] Forecasting TXMD...
[2025-12-17T20:33:31.459185] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-17T20:33:31.459214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-17T20:33:31.470126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-17T20:33:31.470392] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-17T20:33:31.471155] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-17T20:33:31.471206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:31.471237] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:31.471262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:31.471317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:31.530309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:31.531105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:31.531183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:31.531215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:31.651762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:31.651908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:31.651948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:31.651977] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:31.655471] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-17T20:33:31.655788] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-17T20:33:31.655933] [INFO ] [sig       ] TXMD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:31.803729] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TXMD.txt
[2025-12-17T20:33:31.803877] [INFO ] [sig       ] [3248/3576] Completed TXMD in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-17T20:33:31.803923] [INFO ] [sig       ] [3249/3576] Forecasting TXN...
[2025-12-17T20:33:31.803953] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-17T20:33:31.803985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-17T20:33:31.816511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-17T20:33:31.816839] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-17T20:33:31.817617] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-17T20:33:31.817672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:31.817703] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:31.817729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:31.817793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:31.874478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:31.875145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:31.875222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:31.875253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:31.994104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:31.994263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:31.994301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:31.994327] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:31.997648] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-17T20:33:31.997922] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-17T20:33:31.998042] [INFO ] [sig       ] TXN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:32.136843] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TXN.txt
[2025-12-17T20:33:32.136969] [INFO ] [sig       ] [3249/3576] Completed TXN in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-17T20:33:32.137032] [INFO ] [sig       ] [3250/3576] Forecasting TXO...
[2025-12-17T20:33:32.137062] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-17T20:33:32.137093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-17T20:33:32.148200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-17T20:33:32.148484] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-17T20:33:32.149290] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-17T20:33:32.149341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:32.149372] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:32.149398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:32.149452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:32.204049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:32.204707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:32.204784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:32.204815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:32.321156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:32.321306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:32.321344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:32.321373] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:32.324659] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-17T20:33:32.324923] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-17T20:33:32.325043] [INFO ] [sig       ] TXO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:32.463058] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TXO.txt
[2025-12-17T20:33:32.463208] [INFO ] [sig       ] [3250/3576] Completed TXO in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-17T20:33:32.463250] [INFO ] [sig       ] [3251/3576] Forecasting TXRH...
[2025-12-17T20:33:32.463279] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-17T20:33:32.463317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-17T20:33:32.475190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-17T20:33:32.475538] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-17T20:33:32.476300] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-17T20:33:32.476350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:32.476391] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:32.476416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:32.476471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:32.532831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:32.533698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:32.533780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:32.533812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:32.656335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:32.656492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:32.656531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:32.656558] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:32.659952] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-17T20:33:32.660225] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-17T20:33:32.660349] [INFO ] [sig       ] TXRH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:32.803541] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TXRH.txt
[2025-12-17T20:33:32.803727] [INFO ] [sig       ] [3251/3576] Completed TXRH in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:32.803775] [INFO ] [sig       ] [3252/3576] Forecasting TY...
[2025-12-17T20:33:32.803806] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-17T20:33:32.803836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-17T20:33:32.815032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-17T20:33:32.815361] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-17T20:33:32.816128] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-17T20:33:32.816178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:32.816208] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:32.816234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:32.816289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:32.871680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:32.872519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:32.872620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:32.872653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:32.989606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:32.989766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:32.989805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:32.989833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:32.993116] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=41.86%)
[2025-12-17T20:33:32.993386] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-17T20:33:32.993507] [INFO ] [sig       ] TY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:33.131551] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TY.txt
[2025-12-17T20:33:33.131723] [INFO ] [sig       ] [3252/3576] Completed TY in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:33.131761] [INFO ] [sig       ] [3253/3576] Forecasting TYG...
[2025-12-17T20:33:33.131789] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-17T20:33:33.131819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-17T20:33:33.143197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-17T20:33:33.143532] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-17T20:33:33.144300] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-17T20:33:33.144350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:33.144380] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:33.144432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:33.144490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:33.199263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:33.200014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:33.200094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:33.200127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:33.316231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:33.316384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:33.316424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:33.316453] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:33.319845] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-17T20:33:33.320120] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-17T20:33:33.320245] [INFO ] [sig       ] TYG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:33.458221] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TYG.txt
[2025-12-17T20:33:33.458363] [INFO ] [sig       ] [3253/3576] Completed TYG in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:33.458402] [INFO ] [sig       ] [3254/3576] Forecasting TYGO...
[2025-12-17T20:33:33.458431] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-17T20:33:33.458461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-17T20:33:33.470822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-17T20:33:33.471183] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-17T20:33:33.472081] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-17T20:33:33.472132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:33.472163] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:33.472188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:33.472243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:33.527737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:33.528502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:33.528600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:33.528635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:33.641940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:33.642093] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:33:33.642134] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:33.642163] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:33.645597] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-17T20:33:33.645865] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-17T20:33:33.645991] [INFO ] [sig       ] TYGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:33.784248] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TYGO.txt
[2025-12-17T20:33:33.784388] [INFO ] [sig       ] [3254/3576] Completed TYGO in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:33.784427] [INFO ] [sig       ] [3255/3576] Forecasting TYL...
[2025-12-17T20:33:33.784457] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-17T20:33:33.784486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-17T20:33:33.795082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-17T20:33:33.795367] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-17T20:33:33.796125] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-17T20:33:33.796176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:33.796206] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:33.796233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:33.796292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:33.851301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:33.851918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:33.851994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:33.852025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:33.972307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:33.972457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:33.972498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:33.972526] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:33.975850] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=64.65%)
[2025-12-17T20:33:33.976120] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-17T20:33:33.976242] [INFO ] [sig       ] TYL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:34.115137] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/TYL.txt
[2025-12-17T20:33:34.115264] [INFO ] [sig       ] [3255/3576] Completed TYL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:34.115301] [INFO ] [sig       ] [3256/3576] Forecasting TYRA...
[2025-12-17T20:33:34.115330] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-17T20:33:34.115359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-17T20:33:34.126925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-17T20:33:34.127213] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-17T20:33:34.127969] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-17T20:33:34.128020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:34.128051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:34.128078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:34.128133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:34.183332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:34.184036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:34.184114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:34.184146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:34.305218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:34.305365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:34.305406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:34.305434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:34.308820] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-12-17T20:33:34.309107] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-17T20:33:34.309232] [INFO ] [sig       ] TYRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:34.449142] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TYRA.txt
[2025-12-17T20:33:34.449264] [INFO ] [sig       ] [3256/3576] Completed TYRA in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:34.449302] [INFO ] [sig       ] [3257/3576] Forecasting TZOO...
[2025-12-17T20:33:34.449331] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-17T20:33:34.449360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-17T20:33:34.462223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-17T20:33:34.462598] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-17T20:33:34.463389] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-17T20:33:34.463442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:34.463474] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:34.463501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:34.463558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:34.521724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:34.522687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:34.522771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:34.522804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:34.646618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:34.646787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:34.646836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:34.646864] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:34.650325] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-17T20:33:34.650616] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-17T20:33:34.650746] [INFO ] [sig       ] TZOO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:34.789516] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/TZOO.txt
[2025-12-17T20:33:34.789693] [INFO ] [sig       ] [3257/3576] Completed TZOO in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:34.789743] [INFO ] [sig       ] [3258/3576] Forecasting UAA...
[2025-12-17T20:33:34.789778] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-17T20:33:34.789814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-17T20:33:34.801645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-17T20:33:34.801980] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-17T20:33:34.802832] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-17T20:33:34.802884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:34.802915] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:34.802942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:34.803022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:34.861058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:34.861880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:34.861964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:34.861998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:34.983130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:34.983282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:34.983323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:34.983352] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:34.986718] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-17T20:33:34.986991] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-17T20:33:34.987113] [INFO ] [sig       ] UAA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:35.127064] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UAA.txt
[2025-12-17T20:33:35.127191] [INFO ] [sig       ] [3258/3576] Completed UAA in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:35.127228] [INFO ] [sig       ] [3259/3576] Forecasting UAE...
[2025-12-17T20:33:35.127258] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-17T20:33:35.127288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-17T20:33:35.138828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-17T20:33:35.139138] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-17T20:33:35.139895] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-17T20:33:35.139945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:35.139975] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:35.140001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:35.140056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:35.195492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:35.196184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:35.196261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:35.196294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:35.316313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:35.316463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:35.316501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:35.316530] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:35.319894] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-17T20:33:35.320163] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-17T20:33:35.320283] [INFO ] [sig       ] UAE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:35.460019] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UAE.txt
[2025-12-17T20:33:35.460144] [INFO ] [sig       ] [3259/3576] Completed UAE in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:35.460183] [INFO ] [sig       ] [3260/3576] Forecasting UAL...
[2025-12-17T20:33:35.460212] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-17T20:33:35.460241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-17T20:33:35.471374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-17T20:33:35.471740] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-17T20:33:35.472535] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-17T20:33:35.472627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:35.472665] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:35.472692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:35.472753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:35.530331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:35.531173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:35.531255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:35.531288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:35.656818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:35.657152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:35.657192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:35.657221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:35.660827] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-17T20:33:35.661252] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-17T20:33:35.661379] [INFO ] [sig       ] UAL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:35.806561] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UAL.txt
[2025-12-17T20:33:35.806716] [INFO ] [sig       ] [3260/3576] Completed UAL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:35.806755] [INFO ] [sig       ] [3261/3576] Forecasting UBFO...
[2025-12-17T20:33:35.806786] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-17T20:33:35.806819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-17T20:33:35.817537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-17T20:33:35.817847] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-17T20:33:35.818604] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-17T20:33:35.818655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:35.818686] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:35.818712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:35.818772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:35.875721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:35.876490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:35.876590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:35.876626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:35.992673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:35.992828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:35.992868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:35.992898] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:35.996234] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2025-12-17T20:33:35.996504] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-17T20:33:35.996643] [INFO ] [sig       ] UBFO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:36.134622] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UBFO.txt
[2025-12-17T20:33:36.134766] [INFO ] [sig       ] [3261/3576] Completed UBFO in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:36.134812] [INFO ] [sig       ] [3262/3576] Forecasting UBND...
[2025-12-17T20:33:36.134847] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-17T20:33:36.134886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-17T20:33:36.146219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-17T20:33:36.146521] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-17T20:33:36.147325] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-17T20:33:36.147376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:36.147407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:36.147435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:36.147491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:36.204131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:36.204902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:36.204983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:36.205016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:36.327973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:36.328129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:36.328169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:36.328199] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:36.331570] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-17T20:33:36.331894] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-17T20:33:36.332018] [INFO ] [sig       ] UBND: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:36.482706] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UBND.txt
[2025-12-17T20:33:36.482854] [INFO ] [sig       ] [3262/3576] Completed UBND in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:36.482893] [INFO ] [sig       ] [3263/3576] Forecasting UBRL...
[2025-12-17T20:33:36.482923] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-17T20:33:36.482953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-17T20:33:36.494062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-17T20:33:36.494370] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-17T20:33:36.495147] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-17T20:33:36.495202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:36.495263] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:36.495302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:36.495366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:36.551413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:36.552103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:36.552209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:36.552243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:36.678323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:36.678474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:36.678515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:36.678544] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:36.681884] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=95.54%)
[2025-12-17T20:33:36.682153] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-17T20:33:36.682274] [INFO ] [sig       ] UBRL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:36.819116] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UBRL.txt
[2025-12-17T20:33:36.819246] [INFO ] [sig       ] [3263/3576] Completed UBRL in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:36.819289] [INFO ] [sig       ] [3264/3576] Forecasting UBS...
[2025-12-17T20:33:36.819320] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-17T20:33:36.819350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-17T20:33:36.830250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-17T20:33:36.830547] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-17T20:33:36.831304] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-17T20:33:36.831354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:36.831386] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:36.831413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:36.831468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:36.887646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:36.888388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:36.888467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:36.888500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:37.012050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:37.012202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:37.012240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:37.012269] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:37.015586] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-17T20:33:37.015859] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-17T20:33:37.015980] [INFO ] [sig       ] UBS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:37.158067] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UBS.txt
[2025-12-17T20:33:37.158192] [INFO ] [sig       ] [3264/3576] Completed UBS in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:37.158229] [INFO ] [sig       ] [3265/3576] Forecasting UBSI...
[2025-12-17T20:33:37.158259] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-17T20:33:37.158288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-17T20:33:37.169386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-17T20:33:37.169731] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-17T20:33:37.170503] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-17T20:33:37.170553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:37.170603] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:37.170631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:37.170686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:37.226700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:37.227516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:37.227618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:37.227654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:37.343468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:37.343636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:37.343677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:37.343704] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:37.347021] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-17T20:33:37.347305] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-17T20:33:37.347427] [INFO ] [sig       ] UBSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:37.485307] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UBSI.txt
[2025-12-17T20:33:37.485461] [INFO ] [sig       ] [3265/3576] Completed UBSI in 0.3s | 2.93 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-17T20:33:37.485504] [INFO ] [sig       ] [3266/3576] Forecasting UDMY...
[2025-12-17T20:33:37.485532] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-17T20:33:37.485561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-17T20:33:37.497305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-17T20:33:37.497728] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-17T20:33:37.498516] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-17T20:33:37.498568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:37.498624] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:37.498652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:37.498709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:37.557704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:37.558534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:37.558634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:37.558669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:37.677073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:37.677220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:37.677261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:37.677288] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:37.680648] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=80.02%)
[2025-12-17T20:33:37.680915] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-17T20:33:37.681036] [INFO ] [sig       ] UDMY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:37.820450] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UDMY.txt
[2025-12-17T20:33:37.820629] [INFO ] [sig       ] [3266/3576] Completed UDMY in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-17T20:33:37.820672] [INFO ] [sig       ] [3267/3576] Forecasting UE...
[2025-12-17T20:33:37.820701] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-17T20:33:37.820732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-17T20:33:37.831862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-17T20:33:37.832168] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-17T20:33:37.832944] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-17T20:33:37.832995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:37.833028] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:37.833056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:37.833111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:37.889512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:37.890180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:37.890258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:37.890291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:38.008798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:38.008961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:38.009015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:38.009044] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:38.012298] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-17T20:33:38.012569] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-17T20:33:38.012709] [INFO ] [sig       ] UE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:38.154832] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UE.txt
[2025-12-17T20:33:38.154961] [INFO ] [sig       ] [3267/3576] Completed UE in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-17T20:33:38.155001] [INFO ] [sig       ] [3268/3576] Forecasting UEIC...
[2025-12-17T20:33:38.155029] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-17T20:33:38.155059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-17T20:33:38.165819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-17T20:33:38.166116] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-17T20:33:38.166880] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-17T20:33:38.166930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:38.166961] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:38.166987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:38.167042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:38.224299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:38.225102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:38.225182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:38.225214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:38.346505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:38.346662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:38.346702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:38.346729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:38.350094] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=49.41%)
[2025-12-17T20:33:38.350371] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-17T20:33:38.350495] [INFO ] [sig       ] UEIC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:38.493630] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UEIC.txt
[2025-12-17T20:33:38.493800] [INFO ] [sig       ] [3268/3576] Completed UEIC in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:38.493840] [INFO ] [sig       ] [3269/3576] Forecasting UFCS...
[2025-12-17T20:33:38.493871] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-17T20:33:38.493901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-17T20:33:38.505680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-17T20:33:38.506008] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-17T20:33:38.506805] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-17T20:33:38.506855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:38.506887] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:38.506914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:38.506968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:38.566946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:38.567863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:38.567955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:38.567989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:38.690647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:38.690798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:38.690838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:38.690867] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:38.694188] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-17T20:33:38.694459] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-17T20:33:38.694602] [INFO ] [sig       ] UFCS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:38.832212] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UFCS.txt
[2025-12-17T20:33:38.832345] [INFO ] [sig       ] [3269/3576] Completed UFCS in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:38.832384] [INFO ] [sig       ] [3270/3576] Forecasting UFI...
[2025-12-17T20:33:38.832412] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-17T20:33:38.832442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-17T20:33:38.843487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-17T20:33:38.843885] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-17T20:33:38.844658] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-17T20:33:38.844708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:38.844764] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:38.844792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:38.844848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:38.900152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:38.900819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:38.900900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:38.900934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:39.019952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:39.020109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:39.020149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:39.020179] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:39.023513] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=49.34%)
[2025-12-17T20:33:39.023809] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-17T20:33:39.023959] [INFO ] [sig       ] UFI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:39.162784] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UFI.txt
[2025-12-17T20:33:39.162936] [INFO ] [sig       ] [3270/3576] Completed UFI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:39.162976] [INFO ] [sig       ] [3271/3576] Forecasting UFO...
[2025-12-17T20:33:39.163007] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-17T20:33:39.163037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-17T20:33:39.174395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-17T20:33:39.174781] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-17T20:33:39.175538] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-17T20:33:39.175609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:39.175653] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:39.175681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:39.175736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:39.230893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:39.231744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:39.231833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:39.231865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:39.348321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:39.348480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:39.348521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:39.348549] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:39.351961] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-17T20:33:39.352261] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-17T20:33:39.352393] [INFO ] [sig       ] UFO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:39.491089] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UFO.txt
[2025-12-17T20:33:39.491239] [INFO ] [sig       ] [3271/3576] Completed UFO in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:39.491276] [INFO ] [sig       ] [3272/3576] Forecasting UFPI...
[2025-12-17T20:33:39.491305] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-17T20:33:39.491335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-17T20:33:39.502814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-17T20:33:39.503166] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-17T20:33:39.503994] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-17T20:33:39.504047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:39.504079] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:39.504106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:39.504161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:39.559940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:39.560796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:39.560891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:39.560928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:39.682116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:39.682267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:39.682306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:39.682333] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:39.685687] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-17T20:33:39.685960] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-17T20:33:39.686082] [INFO ] [sig       ] UFPI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:39.826250] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UFPI.txt
[2025-12-17T20:33:39.826398] [INFO ] [sig       ] [3272/3576] Completed UFPI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:39.826436] [INFO ] [sig       ] [3273/3576] Forecasting UGI...
[2025-12-17T20:33:39.826466] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-17T20:33:39.826497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-17T20:33:39.839083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-17T20:33:39.839503] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-17T20:33:39.840339] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-17T20:33:39.840391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:39.840423] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:39.840449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:39.840506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:39.897711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:39.898633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:39.898719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:39.898751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:40.023374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:40.023536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:40.023599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:40.023667] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:40.027116] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-17T20:33:40.027404] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-17T20:33:40.027536] [INFO ] [sig       ] UGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:40.194061] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UGI.txt
[2025-12-17T20:33:40.194187] [INFO ] [sig       ] [3273/3576] Completed UGI in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:40.194225] [INFO ] [sig       ] [3274/3576] Forecasting UGP...
[2025-12-17T20:33:40.194254] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-17T20:33:40.194284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-17T20:33:40.205109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-17T20:33:40.205386] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-17T20:33:40.206151] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-17T20:33:40.206201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:40.206232] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:40.206258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:40.206313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:40.261555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:40.262215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:40.262294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:40.262326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:40.386191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:40.386346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:40.386395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:40.386425] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:40.389907] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-17T20:33:40.390196] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-17T20:33:40.390318] [INFO ] [sig       ] UGP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:40.582290] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UGP.txt
[2025-12-17T20:33:40.582425] [INFO ] [sig       ] [3274/3576] Completed UGP in 0.4s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:40.582464] [INFO ] [sig       ] [3275/3576] Forecasting UHAL...
[2025-12-17T20:33:40.582499] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-17T20:33:40.582532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-17T20:33:40.593729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-17T20:33:40.594023] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-17T20:33:40.594778] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-17T20:33:40.594839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:40.594876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:40.594908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:40.594976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:40.650135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:40.650821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:40.650902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:40.650935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:40.775541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:40.775701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:40.775746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:40.775778] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:40.779192] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-17T20:33:40.779469] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-17T20:33:40.779612] [INFO ] [sig       ] UHAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:40.919549] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UHAL.txt
[2025-12-17T20:33:40.919694] [INFO ] [sig       ] [3275/3576] Completed UHAL in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:40.919732] [INFO ] [sig       ] [3276/3576] Forecasting UHG...
[2025-12-17T20:33:40.919761] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-17T20:33:40.919792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-17T20:33:40.931139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-17T20:33:40.931472] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-17T20:33:40.932242] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-17T20:33:40.932293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:40.932324] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:40.932351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:40.932406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:40.987834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:40.988772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:40.988886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:40.988922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:41.105706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:41.105861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:41.105899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:41.105927] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:41.109293] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-17T20:33:41.109603] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-17T20:33:41.109739] [INFO ] [sig       ] UHG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:41.247155] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UHG.txt
[2025-12-17T20:33:41.247283] [INFO ] [sig       ] [3276/3576] Completed UHG in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:41.247321] [INFO ] [sig       ] [3277/3576] Forecasting UHS...
[2025-12-17T20:33:41.247350] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-17T20:33:41.247380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-17T20:33:41.258162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-17T20:33:41.258450] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-17T20:33:41.259235] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-17T20:33:41.259286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:41.259317] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:41.259342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:41.259396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:41.314861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:41.315486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:41.315563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:41.315621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:41.435991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:41.436137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:41.436176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:41.436206] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:41.439593] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2025-12-17T20:33:41.439869] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-17T20:33:41.439998] [INFO ] [sig       ] UHS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:41.578478] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UHS.txt
[2025-12-17T20:33:41.578609] [INFO ] [sig       ] [3277/3576] Completed UHS in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:41.578648] [INFO ] [sig       ] [3278/3576] Forecasting UI...
[2025-12-17T20:33:41.578678] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-17T20:33:41.578708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-17T20:33:41.590379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-17T20:33:41.590698] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-17T20:33:41.591546] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-17T20:33:41.591628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:41.591663] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:41.591689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:41.591748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:41.648552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:41.649294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:41.649378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:41.649410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:41.771073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:41.771177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:41.771216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:41.771259] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:41.774736] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=22.82%)
[2025-12-17T20:33:41.775056] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-17T20:33:41.775196] [INFO ] [sig       ] UI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:41.917998] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UI.txt
[2025-12-17T20:33:41.918119] [INFO ] [sig       ] [3278/3576] Completed UI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:41.918155] [INFO ] [sig       ] [3279/3576] Forecasting UIS...
[2025-12-17T20:33:41.918183] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-17T20:33:41.918212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-17T20:33:41.929165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-17T20:33:41.929459] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-17T20:33:41.930237] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-17T20:33:41.930289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:41.930320] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:41.930346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:41.930401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:41.987952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:41.988686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:41.988765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:41.988798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:42.112562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:42.112721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:42.112760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:42.112788] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:42.116124] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-17T20:33:42.116399] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-17T20:33:42.116525] [INFO ] [sig       ] UIS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:42.256825] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UIS.txt
[2025-12-17T20:33:42.256948] [INFO ] [sig       ] [3279/3576] Completed UIS in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:42.256985] [INFO ] [sig       ] [3280/3576] Forecasting UITB...
[2025-12-17T20:33:42.257015] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-17T20:33:42.257045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-17T20:33:42.267709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-17T20:33:42.268000] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-17T20:33:42.268767] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-17T20:33:42.268817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:42.268870] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:42.268902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:42.268960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:42.323784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:42.324399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:42.324478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:42.324537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:42.438759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:42.438926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:42.438965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:42.438994] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:42.442321] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-17T20:33:42.442608] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-17T20:33:42.442731] [INFO ] [sig       ] UITB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:42.580326] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UITB.txt
[2025-12-17T20:33:42.580446] [INFO ] [sig       ] [3280/3576] Completed UITB in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:42.580484] [INFO ] [sig       ] [3281/3576] Forecasting UL...
[2025-12-17T20:33:42.580512] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-17T20:33:42.580542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-17T20:33:42.591325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-17T20:33:42.591639] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-17T20:33:42.592379] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-17T20:33:42.592430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:42.592461] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:42.592486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:42.592541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:42.648210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:42.648881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:42.648974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:42.649006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:42.772652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:42.772788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:42.772827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:42.772854] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:42.776134] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-17T20:33:42.776416] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-17T20:33:42.776558] [INFO ] [sig       ] UL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:42.914398] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UL.txt
[2025-12-17T20:33:42.914523] [INFO ] [sig       ] [3281/3576] Completed UL in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:42.914560] [INFO ] [sig       ] [3282/3576] Forecasting ULBI...
[2025-12-17T20:33:42.914607] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-17T20:33:42.914639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-17T20:33:42.925437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-17T20:33:42.925745] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-17T20:33:42.926498] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-17T20:33:42.926550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:42.926598] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:42.926627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:42.926693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:42.981387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:42.982186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:42.982263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:42.982296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:43.097822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:43.097957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:43.097994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:43.098022] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:43.101287] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-17T20:33:43.101552] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-17T20:33:43.101691] [INFO ] [sig       ] ULBI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:43.237207] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ULBI.txt
[2025-12-17T20:33:43.237337] [INFO ] [sig       ] [3282/3576] Completed ULBI in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:43.237374] [INFO ] [sig       ] [3283/3576] Forecasting ULCC...
[2025-12-17T20:33:43.237402] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-17T20:33:43.237432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-17T20:33:43.248314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-17T20:33:43.248687] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-17T20:33:43.249470] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-17T20:33:43.249521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:43.249551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:43.249600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:43.249657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:43.304084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:43.304932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:43.305013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:43.305045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:43.422239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:43.422387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:43.422428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:43.422457] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:43.425797] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-17T20:33:43.426069] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-17T20:33:43.426196] [INFO ] [sig       ] ULCC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:43.564179] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ULCC.txt
[2025-12-17T20:33:43.564328] [INFO ] [sig       ] [3283/3576] Completed ULCC in 0.3s | 2.93 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-17T20:33:43.564366] [INFO ] [sig       ] [3284/3576] Forecasting ULH...
[2025-12-17T20:33:43.564396] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-17T20:33:43.564427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-17T20:33:43.575197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-17T20:33:43.575496] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-17T20:33:43.576363] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-17T20:33:43.576424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:43.576456] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:43.576483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:43.576539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:43.637562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:43.638416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:43.638499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:43.638532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:43.762155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:43.762307] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:33:43.762347] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:43.762375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:43.765725] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2025-12-17T20:33:43.766004] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-17T20:33:43.766133] [INFO ] [sig       ] ULH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:43.908665] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ULH.txt
[2025-12-17T20:33:43.908793] [INFO ] [sig       ] [3284/3576] Completed ULH in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-17T20:33:43.908831] [INFO ] [sig       ] [3285/3576] Forecasting ULTA...
[2025-12-17T20:33:43.908876] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-17T20:33:43.908909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-17T20:33:43.920735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-17T20:33:43.921031] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-17T20:33:43.921790] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-17T20:33:43.921841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:43.921871] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:43.921898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:43.921958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:43.977955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:43.978632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:43.978711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:43.978742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:44.096775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:44.096934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:44.096979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:44.097013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:44.100422] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-17T20:33:44.100718] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-17T20:33:44.100844] [INFO ] [sig       ] ULTA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:44.240396] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ULTA.txt
[2025-12-17T20:33:44.240549] [INFO ] [sig       ] [3285/3576] Completed ULTA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-17T20:33:44.240608] [INFO ] [sig       ] [3286/3576] Forecasting ULY...
[2025-12-17T20:33:44.240640] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-17T20:33:44.240670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-17T20:33:44.252658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-17T20:33:44.253013] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-17T20:33:44.253797] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-17T20:33:44.253849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:44.253882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:44.253912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:44.253981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:44.311169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:44.311949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:44.312029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:44.312060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:44.433267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:44.433625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:44.433666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:44.433694] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:44.437125] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2025-12-17T20:33:44.437397] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-17T20:33:44.437521] [INFO ] [sig       ] ULY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:44.577721] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ULY.txt
[2025-12-17T20:33:44.577883] [INFO ] [sig       ] [3286/3576] Completed ULY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:44.577945] [INFO ] [sig       ] [3287/3576] Forecasting UMBF...
[2025-12-17T20:33:44.577977] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-17T20:33:44.578006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-17T20:33:44.589531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-17T20:33:44.589850] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-17T20:33:44.590642] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-17T20:33:44.590692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:44.590758] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:44.590787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:44.590843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:44.645955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:44.646803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:44.646886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:44.646920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:44.786181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:44.786285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:44.786327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:44.786358] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:44.789836] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-17T20:33:44.790115] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-17T20:33:44.790243] [INFO ] [sig       ] UMBF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:44.929425] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UMBF.txt
[2025-12-17T20:33:44.929614] [INFO ] [sig       ] [3287/3576] Completed UMBF in 0.4s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:44.929656] [INFO ] [sig       ] [3288/3576] Forecasting UMC...
[2025-12-17T20:33:44.929685] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-17T20:33:44.929717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-17T20:33:44.940714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-17T20:33:44.941085] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-17T20:33:44.941870] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-17T20:33:44.941921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:44.941953] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:44.941979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:44.942034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:44.996894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:44.997622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:44.997700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:44.997733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:45.119720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:45.119867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:45.119905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:45.119933] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:45.123191] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-17T20:33:45.123455] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-17T20:33:45.123594] [INFO ] [sig       ] UMC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:45.261148] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UMC.txt
[2025-12-17T20:33:45.261280] [INFO ] [sig       ] [3288/3576] Completed UMC in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:45.261318] [INFO ] [sig       ] [3289/3576] Forecasting UMH...
[2025-12-17T20:33:45.261348] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-17T20:33:45.261378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-17T20:33:45.272440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-17T20:33:45.272748] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-17T20:33:45.273492] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-17T20:33:45.273543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:45.273595] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:45.273625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:45.273682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:45.329208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:45.329869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:45.329947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:45.329979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:45.447186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:45.447328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:45.447366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:45.447393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:45.450707] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-17T20:33:45.450987] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-17T20:33:45.451109] [INFO ] [sig       ] UMH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:45.588727] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UMH.txt
[2025-12-17T20:33:45.588883] [INFO ] [sig       ] [3289/3576] Completed UMH in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:45.588929] [INFO ] [sig       ] [3290/3576] Forecasting UMMA...
[2025-12-17T20:33:45.588965] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-17T20:33:45.589003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-17T20:33:45.599457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-17T20:33:45.599770] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-17T20:33:45.600542] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-17T20:33:45.600609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:45.600641] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:45.600667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:45.600722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:45.655383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:45.656193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:45.656276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:45.656307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:45.770974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:45.771132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:45.771173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:45.771241] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:45.774625] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2025-12-17T20:33:45.774894] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-17T20:33:45.775025] [INFO ] [sig       ] UMMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:45.913146] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UMMA.txt
[2025-12-17T20:33:45.913275] [INFO ] [sig       ] [3290/3576] Completed UMMA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:45.913313] [INFO ] [sig       ] [3291/3576] Forecasting UNCY...
[2025-12-17T20:33:45.913342] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-17T20:33:45.913372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-17T20:33:45.924257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-17T20:33:45.924590] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-17T20:33:45.925368] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-17T20:33:45.925418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:45.925449] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:45.925475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:45.925529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:45.980969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:45.981831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:45.981909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:45.981941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:46.100593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:46.100745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:46.100801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:46.100830] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:46.104173] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-17T20:33:46.104452] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-17T20:33:46.104600] [INFO ] [sig       ] UNCY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:46.243312] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UNCY.txt
[2025-12-17T20:33:46.243443] [INFO ] [sig       ] [3291/3576] Completed UNCY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:46.243489] [INFO ] [sig       ] [3292/3576] Forecasting UNF...
[2025-12-17T20:33:46.243529] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-17T20:33:46.243563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-17T20:33:46.255675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-17T20:33:46.255990] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-17T20:33:46.256750] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-17T20:33:46.256800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:46.256831] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:46.256857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:46.256919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:46.311753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:46.312470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:46.312550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:46.312602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:46.448417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:46.448603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:46.448648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:46.448678] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:46.452209] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-12-17T20:33:46.452490] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-17T20:33:46.452632] [INFO ] [sig       ] UNF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:46.590820] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UNF.txt
[2025-12-17T20:33:46.590948] [INFO ] [sig       ] [3292/3576] Completed UNF in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:46.590986] [INFO ] [sig       ] [3293/3576] Forecasting UNFI...
[2025-12-17T20:33:46.591015] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-17T20:33:46.591046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-17T20:33:46.602171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-17T20:33:46.602504] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-17T20:33:46.603295] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-17T20:33:46.603349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:46.603391] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:46.603429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:46.603505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:46.660255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:46.661094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:46.661176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:46.661209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:46.784660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:46.784803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:46.784843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:46.784871] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:46.788181] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-17T20:33:46.788487] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-17T20:33:46.788644] [INFO ] [sig       ] UNFI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:46.945401] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UNFI.txt
[2025-12-17T20:33:46.945540] [INFO ] [sig       ] [3293/3576] Completed UNFI in 0.4s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:46.945603] [INFO ] [sig       ] [3294/3576] Forecasting UNM...
[2025-12-17T20:33:46.945637] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-17T20:33:46.945669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-17T20:33:46.956780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-17T20:33:46.957170] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-17T20:33:46.958039] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-17T20:33:46.958092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:46.958126] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:46.958153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:46.958209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:47.016460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:47.017260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:47.017340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:47.017373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:47.139195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:47.139345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:47.139386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:47.139415] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:47.142835] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2025-12-17T20:33:47.143102] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-17T20:33:47.143226] [INFO ] [sig       ] UNM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:47.282012] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UNM.txt
[2025-12-17T20:33:47.282139] [INFO ] [sig       ] [3294/3576] Completed UNM in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:47.282175] [INFO ] [sig       ] [3295/3576] Forecasting UNMA...
[2025-12-17T20:33:47.282204] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-17T20:33:47.282234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-17T20:33:47.293642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-17T20:33:47.293993] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-17T20:33:47.294959] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-17T20:33:47.295022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:47.295073] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:47.295107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:47.295168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:47.353175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:47.353881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:47.353963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:47.353996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:47.466803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:47.466952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:47.467001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:47.467036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:47.470479] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-17T20:33:47.470767] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-17T20:33:47.470891] [INFO ] [sig       ] UNMA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:47.608977] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UNMA.txt
[2025-12-17T20:33:47.609108] [INFO ] [sig       ] [3295/3576] Completed UNMA in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:47.609146] [INFO ] [sig       ] [3296/3576] Forecasting UNP...
[2025-12-17T20:33:47.609176] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-17T20:33:47.609206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-17T20:33:47.620426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-17T20:33:47.620753] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-17T20:33:47.621542] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-17T20:33:47.621612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:47.621645] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:47.621672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:47.621727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:47.680863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:47.681696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:47.681782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:47.681815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:47.800913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:47.801025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:47.801072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:47.801107] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:47.804533] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-17T20:33:47.804842] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-17T20:33:47.804973] [INFO ] [sig       ] UNP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:47.942417] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UNP.txt
[2025-12-17T20:33:47.942543] [INFO ] [sig       ] [3296/3576] Completed UNP in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:47.942599] [INFO ] [sig       ] [3297/3576] Forecasting UNTY...
[2025-12-17T20:33:47.942631] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-17T20:33:47.942662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-17T20:33:47.953605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-17T20:33:47.953932] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-17T20:33:47.954812] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-17T20:33:47.954862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:47.954893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:47.954920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:47.954975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:48.009122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:48.009724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:48.009824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:48.009856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:48.122404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:48.122538] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:33:48.122593] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:48.122625] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:48.125876] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-17T20:33:48.126138] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-17T20:33:48.126258] [INFO ] [sig       ] UNTY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:48.266666] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UNTY.txt
[2025-12-17T20:33:48.266818] [INFO ] [sig       ] [3297/3576] Completed UNTY in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:48.266855] [INFO ] [sig       ] [3298/3576] Forecasting UONE...
[2025-12-17T20:33:48.266886] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-17T20:33:48.266917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-17T20:33:48.278670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-17T20:33:48.279060] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-17T20:33:48.279894] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-17T20:33:48.279946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:48.279979] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:48.280006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:48.280063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:48.338223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:48.339161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:48.339250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:48.339282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:48.451749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:48.451902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:48.451942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:48.451973] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:48.455479] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-17T20:33:48.455785] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-17T20:33:48.455919] [INFO ] [sig       ] UONE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:48.603755] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UONE.txt
[2025-12-17T20:33:48.603909] [INFO ] [sig       ] [3298/3576] Completed UONE in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:48.603955] [INFO ] [sig       ] [3299/3576] Forecasting UPBD...
[2025-12-17T20:33:48.603985] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-17T20:33:48.604015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-17T20:33:48.617441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-17T20:33:48.617876] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-17T20:33:48.618790] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-17T20:33:48.618846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:48.618910] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:48.618941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:48.619012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:48.684716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:48.685610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:48.685694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:48.685726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:48.807908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:48.808065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:48.808106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:48.808135] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:48.811647] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-17T20:33:48.811942] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-17T20:33:48.812073] [INFO ] [sig       ] UPBD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:48.956848] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UPBD.txt
[2025-12-17T20:33:48.956996] [INFO ] [sig       ] [3299/3576] Completed UPBD in 0.4s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:48.957035] [INFO ] [sig       ] [3300/3576] Forecasting UPC...
[2025-12-17T20:33:48.957064] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-17T20:33:48.957094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-17T20:33:48.968753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-17T20:33:48.969249] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-17T20:33:48.970332] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-17T20:33:48.970401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:48.970452] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:48.970499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:48.970621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:49.038039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:49.038884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:49.038965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:49.038998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:49.153911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:49.154057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:49.154096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:49.154125] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:49.157394] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-17T20:33:49.157678] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-17T20:33:49.157799] [INFO ] [sig       ] UPC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:49.296658] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UPC.txt
[2025-12-17T20:33:49.296812] [INFO ] [sig       ] [3300/3576] Completed UPC in 0.3s | 2.93 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-17T20:33:49.296851] [INFO ] [sig       ] [3301/3576] Forecasting UPLD...
[2025-12-17T20:33:49.296880] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-17T20:33:49.296912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-17T20:33:49.308065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-17T20:33:49.308345] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-17T20:33:49.309132] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-17T20:33:49.309182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:49.309214] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:49.309239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:49.309294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:49.364125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:49.364880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:49.364959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:49.364991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:49.481875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:49.482019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:49.482058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:49.482086] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:49.485394] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-17T20:33:49.485676] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-17T20:33:49.485803] [INFO ] [sig       ] UPLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:49.624216] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UPLD.txt
[2025-12-17T20:33:49.624338] [INFO ] [sig       ] [3301/3576] Completed UPLD in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-17T20:33:49.624376] [INFO ] [sig       ] [3302/3576] Forecasting UPS...
[2025-12-17T20:33:49.624405] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-17T20:33:49.624434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-17T20:33:49.635296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-17T20:33:49.635620] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-17T20:33:49.636360] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-17T20:33:49.636410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:49.636440] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:49.636470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:49.636525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:49.691967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:49.692603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:49.692679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:49.692711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:49.816221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:49.816352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:49.816390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:49.816434] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:49.819712] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-17T20:33:49.819972] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-17T20:33:49.820109] [INFO ] [sig       ] UPS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:49.958022] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UPS.txt
[2025-12-17T20:33:49.958155] [INFO ] [sig       ] [3302/3576] Completed UPS in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-17T20:33:49.958193] [INFO ] [sig       ] [3303/3576] Forecasting UPWK...
[2025-12-17T20:33:49.958223] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-17T20:33:49.958252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-17T20:33:49.969504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-17T20:33:49.969814] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-17T20:33:49.970555] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-17T20:33:49.970623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:49.970656] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:49.970682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:49.970737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:50.028641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:50.029535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:50.029641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:50.029675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:50.150106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:50.150256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:50.150295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:50.150323] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:50.153669] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-17T20:33:50.153933] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-17T20:33:50.154065] [INFO ] [sig       ] UPWK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:50.291358] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UPWK.txt
[2025-12-17T20:33:50.291479] [INFO ] [sig       ] [3303/3576] Completed UPWK in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-17T20:33:50.291516] [INFO ] [sig       ] [3304/3576] Forecasting UPXI...
[2025-12-17T20:33:50.291546] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-17T20:33:50.291593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-17T20:33:50.302621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-17T20:33:50.302918] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-17T20:33:50.303700] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-17T20:33:50.303752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:50.303808] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:50.303836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:50.303893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:50.359750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:50.360390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:50.360477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:50.360509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:50.479368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:50.479511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:50.479551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:50.479597] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:50.482855] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-17T20:33:50.483120] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-17T20:33:50.483241] [INFO ] [sig       ] UPXI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:50.622664] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UPXI.txt
[2025-12-17T20:33:50.622821] [INFO ] [sig       ] [3304/3576] Completed UPXI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:50.622873] [INFO ] [sig       ] [3305/3576] Forecasting URBN...
[2025-12-17T20:33:50.622905] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-17T20:33:50.622933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-17T20:33:50.634247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-17T20:33:50.634637] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-17T20:33:50.635462] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-17T20:33:50.635524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:50.635568] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:50.635651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:50.635712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:50.694405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:50.695117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:50.695200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:50.695232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:50.830410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:50.830511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:50.830550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:50.830600] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:50.833984] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-17T20:33:50.834266] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-17T20:33:50.834396] [INFO ] [sig       ] URBN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:50.972070] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/URBN.txt
[2025-12-17T20:33:50.972217] [INFO ] [sig       ] [3305/3576] Completed URBN in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:50.972255] [INFO ] [sig       ] [3306/3576] Forecasting URGN...
[2025-12-17T20:33:50.972284] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-17T20:33:50.972313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-17T20:33:50.983696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-17T20:33:50.984040] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-17T20:33:50.984835] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-17T20:33:50.984886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:50.984919] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:50.984958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:50.985014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:51.039119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:51.039828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:51.039911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:51.039944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:51.157412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:51.157558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:51.157613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:51.157643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:51.160920] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-17T20:33:51.161183] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-17T20:33:51.161307] [INFO ] [sig       ] URGN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:51.297652] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/URGN.txt
[2025-12-17T20:33:51.297785] [INFO ] [sig       ] [3306/3576] Completed URGN in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:51.297823] [INFO ] [sig       ] [3307/3576] Forecasting URI...
[2025-12-17T20:33:51.297853] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-17T20:33:51.297884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-17T20:33:51.309064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-17T20:33:51.309419] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-17T20:33:51.310242] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-17T20:33:51.310294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:51.310326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:51.310353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:51.310414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:51.365413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:51.366087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:51.366164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:51.366196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:51.489609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:51.489754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:51.489793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:51.489849] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:51.494319] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-17T20:33:51.494622] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-17T20:33:51.494763] [INFO ] [sig       ] URI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:51.632092] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/URI.txt
[2025-12-17T20:33:51.632227] [INFO ] [sig       ] [3307/3576] Completed URI in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:51.632265] [INFO ] [sig       ] [3308/3576] Forecasting URNJ...
[2025-12-17T20:33:51.632294] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-17T20:33:51.632324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-17T20:33:51.643620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-17T20:33:51.643956] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-17T20:33:51.644796] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-17T20:33:51.644847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:51.644878] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:51.644903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:51.644958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:51.700786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:51.701463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:51.701546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:51.701595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:51.827084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:51.827234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:51.827279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:51.827309] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:51.830843] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=76.44%)
[2025-12-17T20:33:51.831110] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-17T20:33:51.831234] [INFO ] [sig       ] URNJ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:51.968411] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/URNJ.txt
[2025-12-17T20:33:51.968536] [INFO ] [sig       ] [3308/3576] Completed URNJ in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:51.968591] [INFO ] [sig       ] [3309/3576] Forecasting UROY...
[2025-12-17T20:33:51.968622] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-17T20:33:51.968652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-17T20:33:51.979774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-17T20:33:51.980078] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-17T20:33:51.980833] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-17T20:33:51.980883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:51.980914] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:51.980940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:51.980996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:52.035803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:52.036403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:52.036481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:52.036512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:52.160411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:52.160556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:52.160612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:52.160641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:52.163892] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-17T20:33:52.164158] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-17T20:33:52.164277] [INFO ] [sig       ] UROY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:52.300101] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UROY.txt
[2025-12-17T20:33:52.300224] [INFO ] [sig       ] [3309/3576] Completed UROY in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:52.300262] [INFO ] [sig       ] [3310/3576] Forecasting USA...
[2025-12-17T20:33:52.300292] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-17T20:33:52.300330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-17T20:33:52.311041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-17T20:33:52.311379] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-17T20:33:52.312180] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-17T20:33:52.312243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:52.312275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:52.312300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:52.312355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:52.366741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:52.367384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:52.367461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:52.367492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:52.486022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:52.486159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:52.486198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:52.486225] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:52.489490] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-12-17T20:33:52.489768] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-17T20:33:52.489893] [INFO ] [sig       ] USA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:52.626717] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USA.txt
[2025-12-17T20:33:52.626840] [INFO ] [sig       ] [3310/3576] Completed USA in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:52.626877] [INFO ] [sig       ] [3311/3576] Forecasting USAC...
[2025-12-17T20:33:52.626906] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-17T20:33:52.626936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-17T20:33:52.637844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-17T20:33:52.638165] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-17T20:33:52.638968] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-17T20:33:52.639019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:52.639051] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:52.639077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:52.639132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:52.694220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:52.694920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:52.694998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:52.695029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:52.812500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:52.812661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:52.812701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:52.812729] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:52.816019] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-17T20:33:52.816287] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-17T20:33:52.816407] [INFO ] [sig       ] USAC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:52.955708] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USAC.txt
[2025-12-17T20:33:52.955853] [INFO ] [sig       ] [3311/3576] Completed USAC in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:52.955893] [INFO ] [sig       ] [3312/3576] Forecasting USB...
[2025-12-17T20:33:52.955921] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-17T20:33:52.955949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-17T20:33:52.966990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-17T20:33:52.967283] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-17T20:33:52.968059] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-17T20:33:52.968109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:52.968140] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:52.968166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:52.968221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:53.022293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:53.022921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:53.022997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:53.023028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:53.141312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:53.141449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:53.141486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:53.141514] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:53.144772] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-17T20:33:53.145036] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-17T20:33:53.145157] [INFO ] [sig       ] USB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:53.281646] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USB.txt
[2025-12-17T20:33:53.281784] [INFO ] [sig       ] [3312/3576] Completed USB in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:53.281822] [INFO ] [sig       ] [3313/3576] Forecasting USCB...
[2025-12-17T20:33:53.281851] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-17T20:33:53.281882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-17T20:33:53.292752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-17T20:33:53.293071] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-17T20:33:53.293903] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-17T20:33:53.293954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:53.293986] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:53.294011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:53.294066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:53.348630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:53.349299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:53.349375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:53.349406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:53.462240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:53.462381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:53.462422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:53.462464] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:53.465815] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=55.78%)
[2025-12-17T20:33:53.466094] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-17T20:33:53.466241] [INFO ] [sig       ] USCB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:53.603657] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USCB.txt
[2025-12-17T20:33:53.603781] [INFO ] [sig       ] [3313/3576] Completed USCB in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:53.603817] [INFO ] [sig       ] [3314/3576] Forecasting USDX...
[2025-12-17T20:33:53.603846] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-17T20:33:53.603876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-17T20:33:53.614605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-17T20:33:53.614916] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-17T20:33:53.615768] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-17T20:33:53.615818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:53.615849] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:53.615876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:53.615932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:53.671393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:53.672078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:53.672181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:53.672214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:53.776370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:53.776497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:53.776543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:53.776601] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:53.779852] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-12-17T20:33:53.780125] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-17T20:33:53.780277] [INFO ] [sig       ] USDX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:53.918917] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USDX.txt
[2025-12-17T20:33:53.919045] [INFO ] [sig       ] [3314/3576] Completed USDX in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:53.919082] [INFO ] [sig       ] [3315/3576] Forecasting USEA...
[2025-12-17T20:33:53.919110] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-17T20:33:53.919140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-17T20:33:53.929669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-17T20:33:53.929969] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-17T20:33:53.930766] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-17T20:33:53.930818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:53.930850] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:53.930877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:53.930932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:53.985195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:53.985843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:53.985923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:53.985953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:54.099561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:54.099700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:54.099738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:54.099766] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:54.103008] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-17T20:33:54.103268] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-17T20:33:54.103391] [INFO ] [sig       ] USEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:54.243012] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USEA.txt
[2025-12-17T20:33:54.243166] [INFO ] [sig       ] [3315/3576] Completed USEA in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:54.243221] [INFO ] [sig       ] [3316/3576] Forecasting USFD...
[2025-12-17T20:33:54.243263] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-17T20:33:54.243304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-17T20:33:54.254013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-17T20:33:54.254356] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-17T20:33:54.255111] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-17T20:33:54.255161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:54.255191] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:54.255217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:54.255272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:54.311910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:54.312566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:54.312662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:54.312694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:54.437012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:54.437156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:54.437199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:54.437227] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:54.440516] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-17T20:33:54.440814] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-17T20:33:54.440947] [INFO ] [sig       ] USFD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:54.577144] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USFD.txt
[2025-12-17T20:33:54.577273] [INFO ] [sig       ] [3316/3576] Completed USFD in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:54.577310] [INFO ] [sig       ] [3317/3576] Forecasting USGO...
[2025-12-17T20:33:54.577340] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-17T20:33:54.577370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-17T20:33:54.588179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-17T20:33:54.588479] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-17T20:33:54.589274] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-17T20:33:54.589326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:54.589357] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:54.589382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:54.589447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:54.644939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:54.645645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:54.645725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:54.645756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:54.780244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:54.780397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:54.780436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:54.780464] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:54.783843] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-17T20:33:54.784122] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-17T20:33:54.784249] [INFO ] [sig       ] USGO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:54.921351] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USGO.txt
[2025-12-17T20:33:54.921527] [INFO ] [sig       ] [3317/3576] Completed USGO in 0.3s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:54.921568] [INFO ] [sig       ] [3318/3576] Forecasting USIG...
[2025-12-17T20:33:54.921638] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-17T20:33:54.921670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-17T20:33:54.933767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-17T20:33:54.934103] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-17T20:33:54.934951] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-17T20:33:54.935006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:54.935049] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:54.935090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:54.935159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:54.995523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:54.996329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:54.996411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:54.996442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:55.130602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:55.130751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:55.130791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:55.130819] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:55.134219] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-17T20:33:55.134697] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-17T20:33:55.134824] [INFO ] [sig       ] USIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:55.282059] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USIG.txt
[2025-12-17T20:33:55.282210] [INFO ] [sig       ] [3318/3576] Completed USIG in 0.4s | 2.93 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-17T20:33:55.282258] [INFO ] [sig       ] [3319/3576] Forecasting USIO...
[2025-12-17T20:33:55.282297] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-17T20:33:55.282334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-17T20:33:55.294497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-17T20:33:55.294839] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-17T20:33:55.295668] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-17T20:33:55.295732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:55.295766] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:55.295792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:55.295849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:55.356157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:55.356853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:55.356936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:55.356968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:55.479230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:55.479378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:55.479419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:55.479447] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:55.482896] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-17T20:33:55.483164] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-17T20:33:55.483289] [INFO ] [sig       ] USIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:55.629086] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USIO.txt
[2025-12-17T20:33:55.629237] [INFO ] [sig       ] [3319/3576] Completed USIO in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-17T20:33:55.629280] [INFO ] [sig       ] [3320/3576] Forecasting USLM...
[2025-12-17T20:33:55.629310] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-17T20:33:55.629340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-17T20:33:55.641369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-17T20:33:55.641738] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-17T20:33:55.642525] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-17T20:33:55.642599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:55.642636] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:55.642664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:55.642719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:55.703334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:55.704160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:55.704272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:55.704311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:55.829788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:55.829986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:55.830043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:55.830078] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:55.834010] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-17T20:33:55.834362] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-17T20:33:55.834506] [INFO ] [sig       ] USLM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:55.982090] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USLM.txt
[2025-12-17T20:33:55.982252] [INFO ] [sig       ] [3320/3576] Completed USLM in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-17T20:33:55.982292] [INFO ] [sig       ] [3321/3576] Forecasting USMC...
[2025-12-17T20:33:55.982322] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-17T20:33:55.982351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-17T20:33:55.993714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-17T20:33:55.994027] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-17T20:33:55.994829] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-17T20:33:55.994881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:55.994941] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:55.994975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:55.995049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:56.050402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:56.051066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:56.051146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:56.051178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:56.163129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:56.163278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:56.163315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:56.163343] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:56.166622] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2025-12-17T20:33:56.166887] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-17T20:33:56.167007] [INFO ] [sig       ] USMC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:56.304339] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USMC.txt
[2025-12-17T20:33:56.304480] [INFO ] [sig       ] [3321/3576] Completed USMC in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:56.304518] [INFO ] [sig       ] [3322/3576] Forecasting USOI...
[2025-12-17T20:33:56.304546] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-17T20:33:56.304596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-17T20:33:56.315378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-17T20:33:56.315684] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-17T20:33:56.316419] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-17T20:33:56.316470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:56.316500] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:56.316526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:56.316610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:56.370790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:56.371455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:56.371533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:56.371565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:56.491051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:56.491201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:56.491241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:56.491270] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:56.494546] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-17T20:33:56.494827] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-17T20:33:56.494950] [INFO ] [sig       ] USOI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:56.632170] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USOI.txt
[2025-12-17T20:33:56.632324] [INFO ] [sig       ] [3322/3576] Completed USOI in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:56.632364] [INFO ] [sig       ] [3323/3576] Forecasting USOY...
[2025-12-17T20:33:56.632394] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-17T20:33:56.632425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-17T20:33:56.643787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-17T20:33:56.644139] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-17T20:33:56.644943] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-17T20:33:56.644994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:56.645027] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:56.645054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:56.645111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:56.699365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:56.700001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:56.700079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:56.700111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:56.816631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:56.816775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:56.816814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:56.816842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:56.820103] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-17T20:33:56.820373] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-17T20:33:56.820496] [INFO ] [sig       ] USOY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:56.958282] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USOY.txt
[2025-12-17T20:33:56.958408] [INFO ] [sig       ] [3323/3576] Completed USOY in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:56.958445] [INFO ] [sig       ] [3324/3576] Forecasting USTB...
[2025-12-17T20:33:56.958475] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-17T20:33:56.958505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-17T20:33:56.969240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-17T20:33:56.969548] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-17T20:33:56.970340] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-17T20:33:56.970392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:56.970423] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:56.970450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:56.970507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:57.025109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:57.025754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:57.025832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:57.025864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:57.138865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:57.139013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:57.139052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:57.139109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:57.142461] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-17T20:33:57.142747] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-17T20:33:57.142879] [INFO ] [sig       ] USTB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:57.280282] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/USTB.txt
[2025-12-17T20:33:57.280416] [INFO ] [sig       ] [3324/3576] Completed USTB in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:57.280454] [INFO ] [sig       ] [3325/3576] Forecasting USVM...
[2025-12-17T20:33:57.280483] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-17T20:33:57.280514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-17T20:33:57.291366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-17T20:33:57.291693] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-17T20:33:57.292439] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-17T20:33:57.292489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:57.292520] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:57.292546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:57.292617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:57.347455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:57.348051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:57.348128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:57.348159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:57.464556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:57.464686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:57.464723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:57.464751] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:57.467945] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-17T20:33:57.468205] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-17T20:33:57.468325] [INFO ] [sig       ] USVM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:57.604485] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USVM.txt
[2025-12-17T20:33:57.604615] [INFO ] [sig       ] [3325/3576] Completed USVM in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:57.604655] [INFO ] [sig       ] [3326/3576] Forecasting USXF...
[2025-12-17T20:33:57.604682] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-17T20:33:57.604711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-17T20:33:57.615695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-17T20:33:57.615973] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-17T20:33:57.616726] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-17T20:33:57.616775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:57.616806] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:57.616833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:57.616888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:57.672017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:57.672710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:57.672792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:57.672823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:57.787608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:57.787741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:57.787778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:57.787807] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:57.791063] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-17T20:33:57.791328] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-17T20:33:57.791446] [INFO ] [sig       ] USXF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:57.929192] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/USXF.txt
[2025-12-17T20:33:57.929304] [INFO ] [sig       ] [3326/3576] Completed USXF in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:57.929341] [INFO ] [sig       ] [3327/3576] Forecasting UTEN...
[2025-12-17T20:33:57.929370] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-17T20:33:57.929400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-17T20:33:57.940526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-17T20:33:57.940826] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-17T20:33:57.941558] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-17T20:33:57.941628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:57.941660] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:57.941686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:57.941741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:57.996321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:57.996932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:57.997008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:57.997039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:58.115519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:58.115648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:58.115686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:58.115714] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:58.118818] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-17T20:33:58.119095] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-17T20:33:58.119216] [INFO ] [sig       ] UTEN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:58.256653] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UTEN.txt
[2025-12-17T20:33:58.256786] [INFO ] [sig       ] [3327/3576] Completed UTEN in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:58.256823] [INFO ] [sig       ] [3328/3576] Forecasting UTF...
[2025-12-17T20:33:58.256853] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-17T20:33:58.256884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-17T20:33:58.268621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-17T20:33:58.268981] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-17T20:33:58.269808] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-17T20:33:58.269860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:58.269893] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:58.269921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:58.269978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:58.326638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:58.327278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:58.327356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:58.327389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:58.445800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:58.445940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:58.445977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:58.446005] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:58.449255] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-17T20:33:58.449521] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-17T20:33:58.449664] [INFO ] [sig       ] UTF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:58.585233] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UTF.txt
[2025-12-17T20:33:58.585353] [INFO ] [sig       ] [3328/3576] Completed UTF in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:58.585391] [INFO ] [sig       ] [3329/3576] Forecasting UTI...
[2025-12-17T20:33:58.585420] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-17T20:33:58.585455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-17T20:33:58.596505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-17T20:33:58.596804] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-17T20:33:58.597593] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-17T20:33:58.597644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:58.597675] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:58.597701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:58.597755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:58.653455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:58.654102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:58.654179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:58.654211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:58.774739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:58.774902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:58.774950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:58.774983] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:58.778367] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=50.61%)
[2025-12-17T20:33:58.778649] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-17T20:33:58.778772] [INFO ] [sig       ] UTI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:58.925505] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UTI.txt
[2025-12-17T20:33:58.925672] [INFO ] [sig       ] [3329/3576] Completed UTI in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:58.925714] [INFO ] [sig       ] [3330/3576] Forecasting UTL...
[2025-12-17T20:33:58.925743] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-17T20:33:58.925775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-17T20:33:58.937596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-17T20:33:58.937891] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-17T20:33:58.938691] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-17T20:33:58.938760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:58.938793] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:58.938818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:58.938894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:59.010394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:59.011332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:59.011433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:59.011467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:59.132746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:59.132897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:59.132938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:59.132968] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:59.136456] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-17T20:33:59.136748] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-17T20:33:59.136877] [INFO ] [sig       ] UTL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:59.281684] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UTL.txt
[2025-12-17T20:33:59.281811] [INFO ] [sig       ] [3330/3576] Completed UTL in 0.4s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:59.281849] [INFO ] [sig       ] [3331/3576] Forecasting UTMD...
[2025-12-17T20:33:59.281878] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-17T20:33:59.281908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-17T20:33:59.293415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-17T20:33:59.293787] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-17T20:33:59.294722] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-17T20:33:59.294774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:59.294806] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:59.294833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:59.294889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:59.350146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:59.350797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:59.350900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:59.350933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:59.461278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:59.461421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:59.461462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:59.461493] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:59.464931] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-17T20:33:59.465206] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-17T20:33:59.465336] [INFO ] [sig       ] UTMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:33:59.610633] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UTMD.txt
[2025-12-17T20:33:59.610766] [INFO ] [sig       ] [3331/3576] Completed UTMD in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:59.610804] [INFO ] [sig       ] [3332/3576] Forecasting UTWO...
[2025-12-17T20:33:59.610834] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-17T20:33:59.610865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-17T20:33:59.622264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-17T20:33:59.622550] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-17T20:33:59.623323] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-17T20:33:59.623384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:59.623422] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:59.623451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:59.623506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:33:59.678398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:33:59.679201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:33:59.679280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:33:59.679312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:33:59.803380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:33:59.803530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:33:59.803586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:33:59.803620] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:33:59.806955] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-17T20:33:59.807221] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-17T20:33:59.807362] [INFO ] [sig       ] UTWO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:33:59.948073] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UTWO.txt
[2025-12-17T20:33:59.948223] [INFO ] [sig       ] [3332/3576] Completed UTWO in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:33:59.948262] [INFO ] [sig       ] [3333/3576] Forecasting UTZ...
[2025-12-17T20:33:59.948293] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-17T20:33:59.948323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-17T20:33:59.959904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-17T20:33:59.960223] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-17T20:33:59.961024] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-17T20:33:59.961074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:33:59.961105] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:33:59.961130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:33:59.961186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:00.019255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:00.020112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:00.020194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:00.020229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:00.146834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:00.146987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:00.147030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:00.147060] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:00.150451] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2025-12-17T20:34:00.150742] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-17T20:34:00.150871] [INFO ] [sig       ] UTZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:00.290673] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UTZ.txt
[2025-12-17T20:34:00.290800] [INFO ] [sig       ] [3333/3576] Completed UTZ in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:34:00.290846] [INFO ] [sig       ] [3334/3576] Forecasting UVE...
[2025-12-17T20:34:00.290877] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-17T20:34:00.290907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-17T20:34:00.301970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-17T20:34:00.302243] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-17T20:34:00.303037] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-17T20:34:00.303089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:00.303120] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:00.303147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:00.303206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:00.359142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:00.359818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:00.359896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:00.359928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:00.482135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:00.482291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:00.482338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:00.482373] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:00.485842] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-17T20:34:00.486115] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-17T20:34:00.486240] [INFO ] [sig       ] UVE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:00.628966] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UVE.txt
[2025-12-17T20:34:00.629147] [INFO ] [sig       ] [3334/3576] Completed UVE in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:34:00.629187] [INFO ] [sig       ] [3335/3576] Forecasting UVSP...
[2025-12-17T20:34:00.629219] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-17T20:34:00.629250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-17T20:34:00.640457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-17T20:34:00.640773] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-17T20:34:00.641556] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-17T20:34:00.641629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:00.641662] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:00.641689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:00.641747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:00.699851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:00.700556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:00.700655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:00.700689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:00.828201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:00.828355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:00.828397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:00.828426] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:00.831867] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=47.92%)
[2025-12-17T20:34:00.832140] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-17T20:34:00.832282] [INFO ] [sig       ] UVSP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:00.971108] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/UVSP.txt
[2025-12-17T20:34:00.971274] [INFO ] [sig       ] [3335/3576] Completed UVSP in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:34:00.971314] [INFO ] [sig       ] [3336/3576] Forecasting UWMC...
[2025-12-17T20:34:00.971343] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-17T20:34:00.971376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-17T20:34:00.982343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-17T20:34:00.982717] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-17T20:34:00.983494] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-17T20:34:00.983545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:00.983596] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:00.983627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:00.983683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:01.038193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:01.039093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:01.039175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:01.039207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:01.160561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:01.160736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:01.160775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:01.160802] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:01.164305] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-17T20:34:01.164690] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-17T20:34:01.164832] [INFO ] [sig       ] UWMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:01.302566] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UWMC.txt
[2025-12-17T20:34:01.303487] [INFO ] [sig       ] [3336/3576] Completed UWMC in 0.3s | 2.93 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-17T20:34:01.303544] [INFO ] [sig       ] [3337/3576] Forecasting UXIN...
[2025-12-17T20:34:01.303607] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-17T20:34:01.303653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-17T20:34:01.314246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-17T20:34:01.314609] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-17T20:34:01.315368] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-17T20:34:01.315420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:01.315454] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:01.315482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:01.315538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:01.370291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:01.371166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:01.371246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:01.371278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:01.485029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:01.485183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:01.485237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:01.485268] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:01.488569] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-17T20:34:01.489097] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-17T20:34:01.489647] [INFO ] [sig       ] UXIN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:01.633895] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UXIN.txt
[2025-12-17T20:34:01.634047] [INFO ] [sig       ] [3337/3576] Completed UXIN in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-17T20:34:01.634085] [INFO ] [sig       ] [3338/3576] Forecasting UYLD...
[2025-12-17T20:34:01.634116] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-17T20:34:01.634146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-17T20:34:01.645853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-17T20:34:01.646247] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-17T20:34:01.647065] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-17T20:34:01.647119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:01.647183] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:01.647211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:01.647268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:01.703981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:01.704866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:01.704949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:01.704982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:01.820823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:01.820978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:01.821017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:01.821046] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:01.824492] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-17T20:34:01.824791] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-17T20:34:01.824920] [INFO ] [sig       ] UYLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:01.967501] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UYLD.txt
[2025-12-17T20:34:01.967676] [INFO ] [sig       ] [3338/3576] Completed UYLD in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-17T20:34:01.967718] [INFO ] [sig       ] [3339/3576] Forecasting UZE...
[2025-12-17T20:34:01.967750] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-17T20:34:01.967781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-17T20:34:01.979131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-17T20:34:01.979508] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-17T20:34:01.980317] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-17T20:34:01.980369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:01.980401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:01.980427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:01.980482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:02.039263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:02.040154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:02.040270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:02.040304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:02.152245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:02.152439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:02.152485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:02.152514] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:02.156073] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=79.32%)
[2025-12-17T20:34:02.156350] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-17T20:34:02.156478] [INFO ] [sig       ] UZE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:02.296764] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/UZE.txt
[2025-12-17T20:34:02.296914] [INFO ] [sig       ] [3339/3576] Completed UZE in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:02.296954] [INFO ] [sig       ] [3340/3576] Forecasting VAC...
[2025-12-17T20:34:02.296984] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-17T20:34:02.297014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-17T20:34:02.307554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-17T20:34:02.307900] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-17T20:34:02.308667] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-17T20:34:02.308718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:02.308749] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:02.308776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:02.308831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:02.365129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:02.366007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:02.366088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:02.366120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:02.486168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:02.486325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:02.486364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:02.486391] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:02.490286] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2025-12-17T20:34:02.490787] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-17T20:34:02.490910] [INFO ] [sig       ] VAC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:02.632479] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VAC.txt
[2025-12-17T20:34:02.632652] [INFO ] [sig       ] [3340/3576] Completed VAC in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:02.632693] [INFO ] [sig       ] [3341/3576] Forecasting VAL...
[2025-12-17T20:34:02.632723] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-17T20:34:02.632756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-17T20:34:02.643887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-17T20:34:02.644222] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-17T20:34:02.645027] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-17T20:34:02.645077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:02.645121] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:02.645148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:02.645203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:02.703255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:02.704181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:02.704267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:02.704300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:02.832279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:02.832441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:02.832482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:02.832512] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:02.835988] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-17T20:34:02.836260] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-17T20:34:02.836389] [INFO ] [sig       ] VAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:02.987873] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VAL.txt
[2025-12-17T20:34:02.988033] [INFO ] [sig       ] [3341/3576] Completed VAL in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:02.988074] [INFO ] [sig       ] [3342/3576] Forecasting VALE...
[2025-12-17T20:34:02.988104] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-17T20:34:02.988133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-17T20:34:03.000909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-17T20:34:03.001214] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-17T20:34:03.002247] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-17T20:34:03.002302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:03.002341] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:03.002372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:03.002441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:03.060770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:03.061424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:03.061504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:03.061744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:03.183128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:03.183283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:03.183325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:03.183354] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:03.186755] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-17T20:34:03.187019] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-17T20:34:03.187140] [INFO ] [sig       ] VALE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:03.329149] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VALE.txt
[2025-12-17T20:34:03.329281] [INFO ] [sig       ] [3342/3576] Completed VALE in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:03.329319] [INFO ] [sig       ] [3343/3576] Forecasting VALN...
[2025-12-17T20:34:03.329354] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-17T20:34:03.329392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-17T20:34:03.342944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-17T20:34:03.343235] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-17T20:34:03.344085] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-17T20:34:03.344137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:03.344169] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:03.344195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:03.344252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:03.402056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:03.402736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:03.402815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:03.402849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:03.512595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:03.512725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:03.512763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:03.512792] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:03.516154] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-12-17T20:34:03.516426] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-17T20:34:03.516552] [INFO ] [sig       ] VALN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:03.664381] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VALN.txt
[2025-12-17T20:34:03.664556] [INFO ] [sig       ] [3343/3576] Completed VALN in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:03.664619] [INFO ] [sig       ] [3344/3576] Forecasting VANI...
[2025-12-17T20:34:03.664652] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-17T20:34:03.664682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-17T20:34:03.675912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-17T20:34:03.676195] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-17T20:34:03.676985] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-17T20:34:03.677037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:03.677070] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:03.677097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:03.677154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:03.734786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:03.735554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:03.735653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:03.735688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:03.869343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:03.869520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:03.869564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:03.869616] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:03.873521] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-17T20:34:03.873865] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-17T20:34:03.874031] [INFO ] [sig       ] VANI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:04.043490] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VANI.txt
[2025-12-17T20:34:04.043679] [INFO ] [sig       ] [3344/3576] Completed VANI in 0.4s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:04.043741] [INFO ] [sig       ] [3345/3576] Forecasting VBF...
[2025-12-17T20:34:04.043783] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-17T20:34:04.043815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-17T20:34:04.055787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-17T20:34:04.056102] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-17T20:34:04.056896] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-17T20:34:04.056948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:04.056979] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:04.057004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:04.057058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:04.112472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:04.113071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:04.113153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:04.113184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:04.231049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:04.231171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:04.231208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:04.231236] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:04.234843] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-17T20:34:04.235103] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-17T20:34:04.235224] [INFO ] [sig       ] VBF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:04.374007] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VBF.txt
[2025-12-17T20:34:04.374120] [INFO ] [sig       ] [3345/3576] Completed VBF in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:04.374157] [INFO ] [sig       ] [3346/3576] Forecasting VBNK...
[2025-12-17T20:34:04.374186] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-17T20:34:04.374216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-17T20:34:04.385634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-17T20:34:04.385908] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-17T20:34:04.386675] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-17T20:34:04.386725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:04.386757] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:04.386783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:04.386838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:04.442318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:04.442947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:04.443022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:04.443053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:04.560567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:04.560692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:04.560728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:04.560755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:04.563943] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-17T20:34:04.564207] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-17T20:34:04.564328] [INFO ] [sig       ] VBNK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:04.701030] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VBNK.txt
[2025-12-17T20:34:04.701141] [INFO ] [sig       ] [3346/3576] Completed VBNK in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:04.701178] [INFO ] [sig       ] [3347/3576] Forecasting VC...
[2025-12-17T20:34:04.701206] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-17T20:34:04.701235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-17T20:34:04.712700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-17T20:34:04.712997] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-17T20:34:04.713790] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-17T20:34:04.713840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:04.713871] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:04.713897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:04.713953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:04.769455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:04.770086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:04.770164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:04.770195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:04.890266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:04.890376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:04.890417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:04.890445] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:04.893603] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-17T20:34:04.893863] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-17T20:34:04.893984] [INFO ] [sig       ] VC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:05.030870] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VC.txt
[2025-12-17T20:34:05.030982] [INFO ] [sig       ] [3347/3576] Completed VC in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:05.031018] [INFO ] [sig       ] [3348/3576] Forecasting VCEL...
[2025-12-17T20:34:05.031047] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-17T20:34:05.031076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-17T20:34:05.042200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-17T20:34:05.042475] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-17T20:34:05.043227] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-17T20:34:05.043277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:05.043308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:05.043335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:05.043390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:05.097876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:05.098464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:05.098596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:05.098632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:05.216592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:05.216736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:05.216776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:05.216818] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:05.220206] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-17T20:34:05.220513] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-17T20:34:05.220672] [INFO ] [sig       ] VCEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:05.357857] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VCEL.txt
[2025-12-17T20:34:05.357971] [INFO ] [sig       ] [3348/3576] Completed VCEL in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:05.358008] [INFO ] [sig       ] [3349/3576] Forecasting VCRB...
[2025-12-17T20:34:05.358037] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-17T20:34:05.358067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-17T20:34:05.369209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-17T20:34:05.369511] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-17T20:34:05.370280] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-17T20:34:05.370332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:05.370363] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:05.370389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:05.370445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:05.425929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:05.426549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:05.426650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:05.426682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:05.541940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:05.542051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:05.542088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:05.542116] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:05.545310] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-17T20:34:05.545588] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-17T20:34:05.545713] [INFO ] [sig       ] VCRB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:05.684079] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VCRB.txt
[2025-12-17T20:34:05.684193] [INFO ] [sig       ] [3349/3576] Completed VCRB in 0.3s | 2.93 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:05.684229] [INFO ] [sig       ] [3350/3576] Forecasting VCSH...
[2025-12-17T20:34:05.684258] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-17T20:34:05.684288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-17T20:34:05.695334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-17T20:34:05.695630] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-17T20:34:05.696359] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-17T20:34:05.696409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:05.696440] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:05.696466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:05.696520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:05.751402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:05.752012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:05.752090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:05.752122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:05.868389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:05.868502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:05.868538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:05.868564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:05.871863] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=99.56%)
[2025-12-17T20:34:05.872124] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-17T20:34:05.872243] [INFO ] [sig       ] VCSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:06.010010] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VCSH.txt
[2025-12-17T20:34:06.010132] [INFO ] [sig       ] [3350/3576] Completed VCSH in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:06.010169] [INFO ] [sig       ] [3351/3576] Forecasting VECO...
[2025-12-17T20:34:06.010198] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-17T20:34:06.010228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-17T20:34:06.022226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-17T20:34:06.022508] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-17T20:34:06.023283] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-17T20:34:06.023334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:06.023366] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:06.023391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:06.023451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:06.077864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:06.078436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:06.078517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:06.078549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:06.194772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:06.194926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:06.194965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:06.194993] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:06.198333] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-17T20:34:06.198627] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-17T20:34:06.198753] [INFO ] [sig       ] VECO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:06.337798] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VECO.txt
[2025-12-17T20:34:06.337985] [INFO ] [sig       ] [3351/3576] Completed VECO in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:06.338025] [INFO ] [sig       ] [3352/3576] Forecasting VEEE...
[2025-12-17T20:34:06.338057] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-17T20:34:06.338088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-17T20:34:06.349511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-17T20:34:06.349908] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-17T20:34:06.350695] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-17T20:34:06.350746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:06.350778] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:06.350804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:06.350874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:06.406816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:06.407653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:06.407738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:06.407769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:06.520071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:06.520216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:06.520256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:06.520283] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:06.523499] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-17T20:34:06.523780] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-17T20:34:06.523902] [INFO ] [sig       ] VEEE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:06.659734] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VEEE.txt
[2025-12-17T20:34:06.659847] [INFO ] [sig       ] [3352/3576] Completed VEEE in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:06.659884] [INFO ] [sig       ] [3353/3576] Forecasting VEL...
[2025-12-17T20:34:06.659913] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-17T20:34:06.659943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-17T20:34:06.670886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-17T20:34:06.671163] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-17T20:34:06.671927] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-17T20:34:06.671977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:06.672009] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:06.672035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:06.672089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:06.726801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:06.727369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:06.727445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:06.727477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:06.843091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:06.843228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:06.843268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:06.843296] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:06.846556] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-17T20:34:06.846836] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-17T20:34:06.846957] [INFO ] [sig       ] VEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:06.988107] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VEL.txt
[2025-12-17T20:34:06.988235] [INFO ] [sig       ] [3353/3576] Completed VEL in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:06.988273] [INFO ] [sig       ] [3354/3576] Forecasting VEON...
[2025-12-17T20:34:06.988302] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-17T20:34:06.988333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-17T20:34:06.999422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-17T20:34:06.999719] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-17T20:34:07.000458] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-17T20:34:07.000519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:07.000551] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:07.000599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:07.000660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:07.056107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:07.056739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:07.056816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:07.056847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:07.178542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:07.178685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:07.178723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:07.178752] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:07.182022] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=96.92%)
[2025-12-17T20:34:07.182286] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-17T20:34:07.182411] [INFO ] [sig       ] VEON: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:07.321936] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VEON.txt
[2025-12-17T20:34:07.322055] [INFO ] [sig       ] [3354/3576] Completed VEON in 0.3s | 2.94 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-17T20:34:07.322092] [INFO ] [sig       ] [3355/3576] Forecasting VERA...
[2025-12-17T20:34:07.322121] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-17T20:34:07.322152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-17T20:34:07.333088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-17T20:34:07.333374] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-17T20:34:07.334129] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-17T20:34:07.334179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:07.334236] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:07.334264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:07.334319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:07.388984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:07.389630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:07.389712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:07.389743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:07.504358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:07.504473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:07.504511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:07.504541] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:07.507724] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-17T20:34:07.507988] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-17T20:34:07.508108] [INFO ] [sig       ] VERA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:07.646340] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VERA.txt
[2025-12-17T20:34:07.646451] [INFO ] [sig       ] [3355/3576] Completed VERA in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-17T20:34:07.646488] [INFO ] [sig       ] [3356/3576] Forecasting VERI...
[2025-12-17T20:34:07.646518] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-17T20:34:07.646548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-17T20:34:07.657452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-17T20:34:07.657766] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-17T20:34:07.658516] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-17T20:34:07.658599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:07.658640] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:07.658672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:07.658727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:07.714185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:07.714846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:07.714922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:07.714954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:07.831142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:07.831256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:07.831293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:07.831321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:07.834588] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-17T20:34:07.834849] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-17T20:34:07.834974] [INFO ] [sig       ] VERI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:07.972460] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VERI.txt
[2025-12-17T20:34:07.972589] [INFO ] [sig       ] [3356/3576] Completed VERI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:07.972630] [INFO ] [sig       ] [3357/3576] Forecasting VERO...
[2025-12-17T20:34:07.972660] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-17T20:34:07.972689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-17T20:34:07.983311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-17T20:34:07.983624] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-17T20:34:07.984362] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-17T20:34:07.984412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:07.984444] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:07.984470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:07.984526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:08.039241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:08.039849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:08.039925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:08.039956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:08.155815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:08.155943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:08.155980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:08.156008] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:08.159201] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-17T20:34:08.159461] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-17T20:34:08.159596] [INFO ] [sig       ] VERO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:08.298901] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VERO.txt
[2025-12-17T20:34:08.299018] [INFO ] [sig       ] [3357/3576] Completed VERO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:08.299055] [INFO ] [sig       ] [3358/3576] Forecasting VERX...
[2025-12-17T20:34:08.299092] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-17T20:34:08.299122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-17T20:34:08.309898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-17T20:34:08.310182] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-17T20:34:08.310978] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-17T20:34:08.311029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:08.311061] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:08.311087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:08.311142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:08.367946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:08.368520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:08.368613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:08.368646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:08.487337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:08.487452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:08.487489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:08.487545] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:08.490757] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-17T20:34:08.491021] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-17T20:34:08.491142] [INFO ] [sig       ] VERX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:08.630175] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VERX.txt
[2025-12-17T20:34:08.630329] [INFO ] [sig       ] [3358/3576] Completed VERX in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:08.630368] [INFO ] [sig       ] [3359/3576] Forecasting VFC...
[2025-12-17T20:34:08.630398] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-17T20:34:08.630429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-17T20:34:08.642448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-17T20:34:08.642840] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-17T20:34:08.643622] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-17T20:34:08.643674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:08.643706] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:08.643732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:08.643787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:08.700470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:08.701328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:08.701412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:08.701445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:08.823175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:08.823332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:08.823371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:08.823401] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:08.826879] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-17T20:34:08.827166] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-17T20:34:08.827298] [INFO ] [sig       ] VFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:08.969410] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VFC.txt
[2025-12-17T20:34:08.969555] [INFO ] [sig       ] [3359/3576] Completed VFC in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:08.969613] [INFO ] [sig       ] [3360/3576] Forecasting VFF...
[2025-12-17T20:34:08.969646] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-17T20:34:08.969677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-17T20:34:08.980417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-17T20:34:08.980798] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-17T20:34:08.981606] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-17T20:34:08.981659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:08.981691] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:08.981718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:08.981775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:09.038829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:09.039719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:09.039804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:09.039837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:09.160083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:09.160240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:09.160281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:09.160311] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:09.163845] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2025-12-17T20:34:09.164121] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-17T20:34:09.164247] [INFO ] [sig       ] VFF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:09.303358] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VFF.txt
[2025-12-17T20:34:09.303503] [INFO ] [sig       ] [3360/3576] Completed VFF in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:09.303541] [INFO ] [sig       ] [3361/3576] Forecasting VFLO...
[2025-12-17T20:34:09.303586] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-17T20:34:09.303622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-17T20:34:09.314797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-17T20:34:09.315124] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-17T20:34:09.315888] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-17T20:34:09.315939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:09.315969] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:09.315996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:09.316050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:09.371521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:09.372370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:09.372454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:09.372486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:09.497384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:09.497556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:09.497613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:09.497643] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:09.501055] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-17T20:34:09.501324] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-17T20:34:09.501448] [INFO ] [sig       ] VFLO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:09.642090] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VFLO.txt
[2025-12-17T20:34:09.642242] [INFO ] [sig       ] [3361/3576] Completed VFLO in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:09.642281] [INFO ] [sig       ] [3362/3576] Forecasting VFS...
[2025-12-17T20:34:09.642312] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-17T20:34:09.642342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-17T20:34:09.653830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-17T20:34:09.654186] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-17T20:34:09.654972] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-17T20:34:09.655024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:09.655056] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:09.655082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:09.655137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:09.712521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:09.713368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:09.713451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:09.713484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:09.834688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:09.834845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:09.834884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:09.834915] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:09.838418] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-12-17T20:34:09.838713] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-17T20:34:09.838837] [INFO ] [sig       ] VFS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:09.979608] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VFS.txt
[2025-12-17T20:34:09.979754] [INFO ] [sig       ] [3362/3576] Completed VFS in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:09.979792] [INFO ] [sig       ] [3363/3576] Forecasting VGI...
[2025-12-17T20:34:09.979823] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-17T20:34:09.979854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-17T20:34:09.990740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-17T20:34:09.991113] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-17T20:34:09.991930] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-17T20:34:09.991983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:09.992014] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:09.992041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:09.992097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:10.047831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:10.048660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:10.048745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:10.048777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:10.161290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:10.161453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:10.161530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:10.161570] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:10.165379] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-17T20:34:10.165724] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-17T20:34:10.165888] [INFO ] [sig       ] VGI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:10.314624] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VGI.txt
[2025-12-17T20:34:10.314781] [INFO ] [sig       ] [3363/3576] Completed VGI in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:10.314819] [INFO ] [sig       ] [3364/3576] Forecasting VGM...
[2025-12-17T20:34:10.314851] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-17T20:34:10.314881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-17T20:34:10.326243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-17T20:34:10.326660] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-17T20:34:10.327453] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-17T20:34:10.327506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:10.327538] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:10.327567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:10.327650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:10.384133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:10.385021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:10.385106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:10.385139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:10.505162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:10.505314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:10.505353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:10.505382] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:10.508694] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-17T20:34:10.509002] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-17T20:34:10.509131] [INFO ] [sig       ] VGM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:10.648140] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VGM.txt
[2025-12-17T20:34:10.648300] [INFO ] [sig       ] [3364/3576] Completed VGM in 0.3s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:10.648340] [INFO ] [sig       ] [3365/3576] Forecasting VGSH...
[2025-12-17T20:34:10.648372] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-17T20:34:10.648405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-17T20:34:10.662784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-17T20:34:10.663220] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-17T20:34:10.664266] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-17T20:34:10.664335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:10.664396] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:10.664439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:10.664512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:10.728540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:10.729415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:10.729530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:10.729591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:10.855743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:10.855924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:10.855968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:10.855998] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:10.859711] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-17T20:34:10.859987] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-17T20:34:10.860128] [INFO ] [sig       ] VGSH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:11.002145] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VGSH.txt
[2025-12-17T20:34:11.002333] [INFO ] [sig       ] [3365/3576] Completed VGSH in 0.4s | 2.94 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:11.002374] [INFO ] [sig       ] [3366/3576] Forecasting VICI...
[2025-12-17T20:34:11.002406] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-17T20:34:11.002436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-17T20:34:11.018434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-17T20:34:11.018999] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-17T20:34:11.020093] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-17T20:34:11.020159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:11.020204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:11.020243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:11.020327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:11.100828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:11.102005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:11.102123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:11.102172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:11.274645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:11.274846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:11.274902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:11.274933] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:11.280198] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-17T20:34:11.280830] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-17T20:34:11.281075] [INFO ] [sig       ] VICI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:11.503225] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VICI.txt
[2025-12-17T20:34:11.503418] [INFO ] [sig       ] [3366/3576] Completed VICI in 0.5s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:11.503462] [INFO ] [sig       ] [3367/3576] Forecasting VIGI...
[2025-12-17T20:34:11.503496] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-17T20:34:11.503530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-17T20:34:11.536262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-17T20:34:11.536894] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-17T20:34:11.538081] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-17T20:34:11.538149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:11.538189] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:11.538225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:11.538303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:11.618916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:11.620112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:11.620249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:11.620298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:11.785161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:11.785354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:11.785419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:11.785470] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:11.790805] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-17T20:34:11.791284] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-17T20:34:11.791490] [INFO ] [sig       ] VIGI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:12.012019] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VIGI.txt
[2025-12-17T20:34:12.012220] [INFO ] [sig       ] [3367/3576] Completed VIGI in 0.5s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:12.012268] [INFO ] [sig       ] [3368/3576] Forecasting VINP...
[2025-12-17T20:34:12.012302] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-17T20:34:12.012337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-17T20:34:12.026946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-17T20:34:12.027432] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-17T20:34:12.028505] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-17T20:34:12.028600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:12.028646] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:12.028681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:12.028762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:12.098212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:12.099188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:12.099280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:12.099313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:12.220410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:12.220599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:12.220662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:12.220707] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:12.224427] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-17T20:34:12.224808] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-17T20:34:12.224965] [INFO ] [sig       ] VINP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:12.368740] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VINP.txt
[2025-12-17T20:34:12.368951] [INFO ] [sig       ] [3368/3576] Completed VINP in 0.4s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:12.369002] [INFO ] [sig       ] [3369/3576] Forecasting VIPS...
[2025-12-17T20:34:12.369032] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-17T20:34:12.369063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-17T20:34:12.380951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-17T20:34:12.381324] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-17T20:34:12.382140] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-17T20:34:12.382195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:12.382228] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:12.382257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:12.382315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:12.437774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:12.438590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:12.438668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:12.438700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:12.564854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:12.565015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:12.565059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:12.565089] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:12.568496] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-17T20:34:12.568795] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-17T20:34:12.568948] [INFO ] [sig       ] VIPS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:12.710144] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VIPS.txt
[2025-12-17T20:34:12.710292] [INFO ] [sig       ] [3369/3576] Completed VIPS in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:12.710331] [INFO ] [sig       ] [3370/3576] Forecasting VIRC...
[2025-12-17T20:34:12.710361] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-17T20:34:12.710391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-17T20:34:12.725516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-17T20:34:12.725915] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-17T20:34:12.726745] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-17T20:34:12.726800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:12.726832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:12.726861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:12.726918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:12.783885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:12.784720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:12.784799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:12.784831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:12.909158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:12.909319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:12.909365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:12.909395] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:12.913251] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-17T20:34:12.913593] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-17T20:34:12.913757] [INFO ] [sig       ] VIRC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:13.055874] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VIRC.txt
[2025-12-17T20:34:13.056034] [INFO ] [sig       ] [3370/3576] Completed VIRC in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:13.056074] [INFO ] [sig       ] [3371/3576] Forecasting VITL...
[2025-12-17T20:34:13.056103] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-17T20:34:13.056133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-17T20:34:13.067465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-17T20:34:13.067762] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-17T20:34:13.068506] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-17T20:34:13.068557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:13.068620] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:13.068654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:13.068722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:13.123162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:13.123805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:13.123881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:13.123912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:13.243275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:13.243413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:13.243451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:13.243480] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:13.246753] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-17T20:34:13.247016] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-17T20:34:13.247136] [INFO ] [sig       ] VITL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:13.384354] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VITL.txt
[2025-12-17T20:34:13.384458] [INFO ] [sig       ] [3371/3576] Completed VITL in 0.3s | 2.93 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-17T20:34:13.384495] [INFO ] [sig       ] [3372/3576] Forecasting VKQ...
[2025-12-17T20:34:13.384523] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-17T20:34:13.384553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-17T20:34:13.396222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-17T20:34:13.396486] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-17T20:34:13.397235] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-17T20:34:13.397286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:13.397342] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:13.397370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:13.397425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:13.452765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:13.453326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:13.453402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:13.453434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:13.570780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:13.570900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:13.570952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:13.570980] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:13.574240] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-17T20:34:13.574508] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-17T20:34:13.574650] [INFO ] [sig       ] VKQ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:13.713462] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VKQ.txt
[2025-12-17T20:34:13.713568] [INFO ] [sig       ] [3372/3576] Completed VKQ in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-17T20:34:13.713635] [INFO ] [sig       ] [3373/3576] Forecasting VKTX...
[2025-12-17T20:34:13.713670] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-17T20:34:13.713706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-17T20:34:13.725367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-17T20:34:13.725657] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-17T20:34:13.726418] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-17T20:34:13.726468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:13.726499] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:13.726525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:13.726599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:13.781864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:13.782482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:13.782559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:13.782609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:13.899489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:13.899605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:13.899645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:13.899676] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:13.902770] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-17T20:34:13.903027] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-17T20:34:13.903147] [INFO ] [sig       ] VKTX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:14.040841] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VKTX.txt
[2025-12-17T20:34:14.041141] [INFO ] [sig       ] [3373/3576] Completed VKTX in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-17T20:34:14.041177] [INFO ] [sig       ] [3374/3576] Forecasting VLGEA...
[2025-12-17T20:34:14.041206] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-17T20:34:14.041234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-17T20:34:14.052276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-17T20:34:14.052532] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-17T20:34:14.053276] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-17T20:34:14.053327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:14.053359] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:14.053385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:14.053440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:14.108421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:14.109030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:14.109106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:14.109137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:14.231837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:14.231975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:14.232012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:14.232040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:14.235284] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-17T20:34:14.235547] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-17T20:34:14.235706] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:14.373637] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VLGEA.txt
[2025-12-17T20:34:14.373744] [INFO ] [sig       ] [3374/3576] Completed VLGEA in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:14.373781] [INFO ] [sig       ] [3375/3576] Forecasting VLN...
[2025-12-17T20:34:14.373809] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-17T20:34:14.373839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-17T20:34:14.385248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-17T20:34:14.385507] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-17T20:34:14.386293] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-17T20:34:14.386343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:14.386374] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:14.386400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:14.386454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:14.442700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:14.443282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:14.443359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:14.443389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:14.561337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:14.561480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:14.561519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:14.561591] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:14.565007] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-17T20:34:14.565282] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-17T20:34:14.565404] [INFO ] [sig       ] VLN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:14.703612] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VLN.txt
[2025-12-17T20:34:14.703735] [INFO ] [sig       ] [3375/3576] Completed VLN in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:14.703773] [INFO ] [sig       ] [3376/3576] Forecasting VLO...
[2025-12-17T20:34:14.703803] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-17T20:34:14.703833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-17T20:34:14.715676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-17T20:34:14.716006] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-17T20:34:14.716780] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-17T20:34:14.716831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:14.716874] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:14.716901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:14.716957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:14.772259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:14.773032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:14.773111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:14.773143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:14.896175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:14.896330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:14.896371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:14.896400] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:14.899783] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-17T20:34:14.900051] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-17T20:34:14.900173] [INFO ] [sig       ] VLO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:15.039935] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VLO.txt
[2025-12-17T20:34:15.040085] [INFO ] [sig       ] [3376/3576] Completed VLO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:15.040124] [INFO ] [sig       ] [3377/3576] Forecasting VLRS...
[2025-12-17T20:34:15.040155] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-17T20:34:15.040185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-17T20:34:15.051032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-17T20:34:15.051359] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-17T20:34:15.052145] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-17T20:34:15.052196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:15.052227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:15.052253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:15.052308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:15.108607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:15.109466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:15.109553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:15.109604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:15.228547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:15.228715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:15.228756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:15.228785] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:15.232097] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-17T20:34:15.232367] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-17T20:34:15.232492] [INFO ] [sig       ] VLRS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:15.371649] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VLRS.txt
[2025-12-17T20:34:15.371799] [INFO ] [sig       ] [3377/3576] Completed VLRS in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:15.371844] [INFO ] [sig       ] [3378/3576] Forecasting VLTO...
[2025-12-17T20:34:15.371880] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-17T20:34:15.371916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-17T20:34:15.383049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-17T20:34:15.383336] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-17T20:34:15.384107] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-17T20:34:15.384161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:15.384191] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:15.384217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:15.384272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:15.439111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:15.439707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:15.439789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:15.439821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:15.560471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:15.560603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:15.560647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:15.560681] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:15.563842] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-12-17T20:34:15.564100] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-17T20:34:15.564224] [INFO ] [sig       ] VLTO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:15.703336] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VLTO.txt
[2025-12-17T20:34:15.703444] [INFO ] [sig       ] [3378/3576] Completed VLTO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:15.703481] [INFO ] [sig       ] [3379/3576] Forecasting VLY...
[2025-12-17T20:34:15.703510] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-17T20:34:15.703539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-17T20:34:15.715987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-17T20:34:15.716442] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-17T20:34:15.717313] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-17T20:34:15.717367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:15.717401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:15.717428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:15.717485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:15.776085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:15.777023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:15.777111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:15.777144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:15.900653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:15.900827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:15.900868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:15.900896] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:15.904303] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-17T20:34:15.904599] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-17T20:34:15.904753] [INFO ] [sig       ] VLY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:16.042327] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VLY.txt
[2025-12-17T20:34:16.042459] [INFO ] [sig       ] [3379/3576] Completed VLY in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:16.042496] [INFO ] [sig       ] [3380/3576] Forecasting VMBS...
[2025-12-17T20:34:16.042532] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-17T20:34:16.042564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-17T20:34:16.054598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-17T20:34:16.054937] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-17T20:34:16.055751] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-17T20:34:16.055803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:16.055834] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:16.055860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:16.055915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:16.111434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:16.112183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:16.112285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:16.112331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:16.234641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:16.234796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:16.234835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:16.234863] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:16.238190] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=77.41%)
[2025-12-17T20:34:16.238467] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-17T20:34:16.238614] [INFO ] [sig       ] VMBS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:16.376610] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VMBS.txt
[2025-12-17T20:34:16.376764] [INFO ] [sig       ] [3380/3576] Completed VMBS in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:16.376803] [INFO ] [sig       ] [3381/3576] Forecasting VMD...
[2025-12-17T20:34:16.376833] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-17T20:34:16.376863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-17T20:34:16.388939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-17T20:34:16.389339] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-17T20:34:16.390149] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-17T20:34:16.390204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:16.390264] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:16.390304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:16.390368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:16.447379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:16.448243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:16.448327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:16.448361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:16.566170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:16.566327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:16.566367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:16.566395] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:16.569922] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-17T20:34:16.570197] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-17T20:34:16.570323] [INFO ] [sig       ] VMD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:16.708351] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VMD.txt
[2025-12-17T20:34:16.708501] [INFO ] [sig       ] [3381/3576] Completed VMD in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:16.708539] [INFO ] [sig       ] [3382/3576] Forecasting VMI...
[2025-12-17T20:34:16.708585] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-17T20:34:16.708622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-17T20:34:16.720523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-17T20:34:16.721153] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-17T20:34:16.722225] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-17T20:34:16.722279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:16.722311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:16.722339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:16.722396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:16.779974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:16.780859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:16.780978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:16.781013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:16.902129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:16.902287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:16.902327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:16.902355] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:16.905776] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-12-17T20:34:16.906043] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-17T20:34:16.906164] [INFO ] [sig       ] VMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:17.048146] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VMI.txt
[2025-12-17T20:34:17.048305] [INFO ] [sig       ] [3382/3576] Completed VMI in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:17.048346] [INFO ] [sig       ] [3383/3576] Forecasting VMO...
[2025-12-17T20:34:17.048378] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-17T20:34:17.048410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-17T20:34:17.061047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-17T20:34:17.061391] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-17T20:34:17.062227] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-17T20:34:17.062280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:17.062314] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:17.062341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:17.062408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:17.118163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:17.118817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:17.118914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:17.118949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:17.240642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:17.240831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:17.240876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:17.240921] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:17.244289] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-17T20:34:17.244565] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-17T20:34:17.244724] [INFO ] [sig       ] VMO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:17.385458] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VMO.txt
[2025-12-17T20:34:17.385602] [INFO ] [sig       ] [3383/3576] Completed VMO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:17.385643] [INFO ] [sig       ] [3384/3576] Forecasting VNDA...
[2025-12-17T20:34:17.385675] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-17T20:34:17.385706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-17T20:34:17.396609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-17T20:34:17.396901] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-17T20:34:17.397652] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-17T20:34:17.397710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:17.397747] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:17.397779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:17.397844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:17.453736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:17.454610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:17.454701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:17.454739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:17.571641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:17.571781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:17.571821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:17.571851] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:17.575137] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-12-17T20:34:17.575399] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-17T20:34:17.575517] [INFO ] [sig       ] VNDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:17.714144] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VNDA.txt
[2025-12-17T20:34:17.714263] [INFO ] [sig       ] [3384/3576] Completed VNDA in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:17.714300] [INFO ] [sig       ] [3385/3576] Forecasting VNO...
[2025-12-17T20:34:17.714328] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-17T20:34:17.714359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-17T20:34:17.725836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-17T20:34:17.726113] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-17T20:34:17.726882] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-17T20:34:17.727118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:17.727148] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:17.727175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:17.727229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:17.785070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:17.785902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:17.785984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:17.786034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:17.905537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:17.905696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:17.905734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:17.905763] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:17.909090] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-12-17T20:34:17.909358] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-17T20:34:17.909482] [INFO ] [sig       ] VNO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:18.045874] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VNO.txt
[2025-12-17T20:34:18.046031] [INFO ] [sig       ] [3385/3576] Completed VNO in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:18.046071] [INFO ] [sig       ] [3386/3576] Forecasting VNOM...
[2025-12-17T20:34:18.046101] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-17T20:34:18.046131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-17T20:34:18.057068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-17T20:34:18.057377] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-17T20:34:18.058163] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-17T20:34:18.058216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:18.058249] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:18.058277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:18.058336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:18.114010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:18.114656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:18.114733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:18.114764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:18.237552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:18.237723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:18.237770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:18.237806] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:18.241213] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-17T20:34:18.241481] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-17T20:34:18.241628] [INFO ] [sig       ] VNOM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:18.381284] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VNOM.txt
[2025-12-17T20:34:18.381409] [INFO ] [sig       ] [3386/3576] Completed VNOM in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:18.381447] [INFO ] [sig       ] [3387/3576] Forecasting VNQI...
[2025-12-17T20:34:18.381476] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-17T20:34:18.381506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-17T20:34:18.392774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-17T20:34:18.393080] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-17T20:34:18.393844] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-17T20:34:18.393895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:18.393927] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:18.393953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:18.394019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:18.451003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:18.451814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:18.451900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:18.451934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:18.570264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:18.570412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:18.570452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:18.570479] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:18.573784] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2025-12-17T20:34:18.574047] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-17T20:34:18.574168] [INFO ] [sig       ] VNQI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:18.714236] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VNQI.txt
[2025-12-17T20:34:18.714376] [INFO ] [sig       ] [3387/3576] Completed VNQI in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:18.714415] [INFO ] [sig       ] [3388/3576] Forecasting VOC...
[2025-12-17T20:34:18.714455] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-17T20:34:18.714497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-17T20:34:18.725722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-17T20:34:18.726023] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-17T20:34:18.726834] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-17T20:34:18.726886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:18.726920] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:18.726948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:18.727004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:18.786344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:18.787008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:18.787087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:18.787121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:18.905806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:18.905967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:18.906011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:18.906041] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:18.909601] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-17T20:34:18.909887] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-17T20:34:18.910014] [INFO ] [sig       ] VOC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:19.047697] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VOC.txt
[2025-12-17T20:34:19.047833] [INFO ] [sig       ] [3388/3576] Completed VOC in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:19.047870] [INFO ] [sig       ] [3389/3576] Forecasting VOD...
[2025-12-17T20:34:19.047899] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-17T20:34:19.047930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-17T20:34:19.059844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-17T20:34:19.060179] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-17T20:34:19.060992] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-17T20:34:19.061054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:19.061111] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:19.061138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:19.061194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:19.117644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:19.118448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:19.118529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:19.118561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:19.236930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:19.237082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:19.237124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:19.237154] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:19.240626] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-17T20:34:19.240906] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-17T20:34:19.241032] [INFO ] [sig       ] VOD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:19.379166] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VOD.txt
[2025-12-17T20:34:19.379304] [INFO ] [sig       ] [3389/3576] Completed VOD in 0.3s | 2.93 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-17T20:34:19.379342] [INFO ] [sig       ] [3390/3576] Forecasting VONE...
[2025-12-17T20:34:19.379372] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-17T20:34:19.379401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-17T20:34:19.390539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-17T20:34:19.390889] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-17T20:34:19.391656] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-17T20:34:19.391707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:19.391737] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:19.391763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:19.391817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:19.449107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:19.449900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:19.449984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:19.450017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:19.571082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:19.571229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:19.571269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:19.571301] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:19.574622] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=28.60%)
[2025-12-17T20:34:19.574922] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-17T20:34:19.575048] [INFO ] [sig       ] VONE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:19.716177] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VONE.txt
[2025-12-17T20:34:19.716329] [INFO ] [sig       ] [3390/3576] Completed VONE in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-17T20:34:19.716369] [INFO ] [sig       ] [3391/3576] Forecasting VONG...
[2025-12-17T20:34:19.716399] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-17T20:34:19.716428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-17T20:34:19.728601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-17T20:34:19.728883] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-17T20:34:19.729634] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-17T20:34:19.729685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:19.729716] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:19.729747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:19.729815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:19.786395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:19.787009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:19.787089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:19.787120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:19.911984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:19.912135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:19.912175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:19.912202] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:19.915461] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-17T20:34:19.915741] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-17T20:34:19.915866] [INFO ] [sig       ] VONG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:20.051491] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VONG.txt
[2025-12-17T20:34:20.051622] [INFO ] [sig       ] [3391/3576] Completed VONG in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-17T20:34:20.051662] [INFO ] [sig       ] [3392/3576] Forecasting VOTE...
[2025-12-17T20:34:20.051691] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-17T20:34:20.051721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-17T20:34:20.062765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-17T20:34:20.063044] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-17T20:34:20.063803] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-17T20:34:20.063854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:20.063885] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:20.063911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:20.063966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:20.119514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:20.120108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:20.120192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:20.120224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:20.236738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:20.236855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:20.236891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:20.236947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:20.240334] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-17T20:34:20.240612] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-17T20:34:20.240737] [INFO ] [sig       ] VOTE: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:20.376973] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VOTE.txt
[2025-12-17T20:34:20.377104] [INFO ] [sig       ] [3392/3576] Completed VOTE in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:20.377143] [INFO ] [sig       ] [3393/3576] Forecasting VPG...
[2025-12-17T20:34:20.377172] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-17T20:34:20.377203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-17T20:34:20.388688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-17T20:34:20.389002] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-17T20:34:20.389777] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-17T20:34:20.389838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:20.389876] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:20.389910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:20.389977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:20.445471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:20.446099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:20.446176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:20.446208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:20.562470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:20.562628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:20.562669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:20.562697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:20.566023] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-17T20:34:20.566290] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-17T20:34:20.566412] [INFO ] [sig       ] VPG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:20.709007] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VPG.txt
[2025-12-17T20:34:20.709141] [INFO ] [sig       ] [3393/3576] Completed VPG in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:20.709179] [INFO ] [sig       ] [3394/3576] Forecasting VPLS...
[2025-12-17T20:34:20.709227] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-17T20:34:20.709281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-17T20:34:20.721153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-17T20:34:20.721452] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-17T20:34:20.722269] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-17T20:34:20.722321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:20.722352] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:20.722379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:20.722437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:20.779202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:20.779855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:20.779934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:20.779967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:20.899968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:20.900115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:20.900154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:20.900183] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:20.903439] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-17T20:34:20.903757] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-17T20:34:20.903879] [INFO ] [sig       ] VPLS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:21.040698] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VPLS.txt
[2025-12-17T20:34:21.040823] [INFO ] [sig       ] [3394/3576] Completed VPLS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:21.040862] [INFO ] [sig       ] [3395/3576] Forecasting VRA...
[2025-12-17T20:34:21.040891] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-17T20:34:21.040922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-17T20:34:21.051332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-17T20:34:21.051652] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-17T20:34:21.052431] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-17T20:34:21.052483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:21.052514] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:21.052542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:21.052615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:21.108363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:21.109036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:21.109118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:21.109151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:21.230129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:21.230277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:21.230320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:21.230349] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:21.233753] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-17T20:34:21.234028] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-17T20:34:21.234154] [INFO ] [sig       ] VRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:21.375484] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRA.txt
[2025-12-17T20:34:21.375671] [INFO ] [sig       ] [3395/3576] Completed VRA in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:21.375720] [INFO ] [sig       ] [3396/3576] Forecasting VRCA...
[2025-12-17T20:34:21.375752] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-17T20:34:21.375784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-17T20:34:21.387270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-17T20:34:21.387610] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-17T20:34:21.388425] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-17T20:34:21.388478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:21.388511] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:21.388539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:21.388617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:21.445609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:21.446390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:21.446481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:21.446514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:21.570059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:21.570233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:21.570275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:21.570304] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:21.573703] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-17T20:34:21.574016] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-17T20:34:21.574146] [INFO ] [sig       ] VRCA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:21.719814] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRCA.txt
[2025-12-17T20:34:21.719967] [INFO ] [sig       ] [3396/3576] Completed VRCA in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:21.720008] [INFO ] [sig       ] [3397/3576] Forecasting VRDN...
[2025-12-17T20:34:21.720039] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-17T20:34:21.720068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-17T20:34:21.731846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-17T20:34:21.732239] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-17T20:34:21.733026] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-17T20:34:21.733078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:21.733109] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:21.733135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:21.733191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:21.789219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:21.790107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:21.790194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:21.790227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:21.910919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:21.911071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:21.911112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:21.911142] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:21.914521] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=11.69%)
[2025-12-17T20:34:21.914812] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-17T20:34:21.914936] [INFO ] [sig       ] VRDN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:22.054609] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRDN.txt
[2025-12-17T20:34:22.054759] [INFO ] [sig       ] [3397/3576] Completed VRDN in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:22.054797] [INFO ] [sig       ] [3398/3576] Forecasting VRE...
[2025-12-17T20:34:22.054827] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-17T20:34:22.054858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-17T20:34:22.066364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-17T20:34:22.066694] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-17T20:34:22.067439] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-17T20:34:22.067491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:22.067522] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:22.067548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:22.067627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:22.124037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:22.124778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:22.124858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:22.124892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:22.242190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:22.242336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:22.242377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:22.242405] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:22.245672] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-17T20:34:22.245939] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-17T20:34:22.246059] [INFO ] [sig       ] VRE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:22.383897] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRE.txt
[2025-12-17T20:34:22.384028] [INFO ] [sig       ] [3398/3576] Completed VRE in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:22.384065] [INFO ] [sig       ] [3399/3576] Forecasting VREX...
[2025-12-17T20:34:22.384094] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-17T20:34:22.384125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-17T20:34:22.395877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-17T20:34:22.396177] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-17T20:34:22.396954] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-17T20:34:22.397005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:22.397038] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:22.397066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:22.397121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:22.455993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:22.456894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:22.457193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:22.457227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:22.579888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:22.580053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:22.580094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:22.580123] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:22.583779] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-17T20:34:22.584063] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-17T20:34:22.584194] [INFO ] [sig       ] VREX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:22.727135] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VREX.txt
[2025-12-17T20:34:22.727265] [INFO ] [sig       ] [3399/3576] Completed VREX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-17T20:34:22.727303] [INFO ] [sig       ] [3400/3576] Forecasting VRIG...
[2025-12-17T20:34:22.727333] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-17T20:34:22.727363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-17T20:34:22.738729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-17T20:34:22.739037] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-17T20:34:22.739816] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-17T20:34:22.739880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:22.739913] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:22.739941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:22.739998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:22.797036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:22.797738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:22.797821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:22.797861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:22.893708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:22.893853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:22.893900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:22.893928] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:22.897217] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-17T20:34:22.897478] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-17T20:34:22.897616] [INFO ] [sig       ] VRIG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:23.037886] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VRIG.txt
[2025-12-17T20:34:23.038015] [INFO ] [sig       ] [3400/3576] Completed VRIG in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 60.0s
[2025-12-17T20:34:23.038054] [INFO ] [sig       ] [3401/3576] Forecasting VRNS...
[2025-12-17T20:34:23.038084] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-17T20:34:23.038113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-17T20:34:23.049387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-17T20:34:23.049686] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-17T20:34:23.050435] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-17T20:34:23.050485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:23.050516] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:23.050542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:23.050617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:23.106844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:23.107721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:23.107803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:23.107836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:23.231049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:23.231203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:23.231243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:23.231270] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:23.234651] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-17T20:34:23.234938] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-17T20:34:23.235067] [INFO ] [sig       ] VRNS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:23.374370] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VRNS.txt
[2025-12-17T20:34:23.374496] [INFO ] [sig       ] [3401/3576] Completed VRNS in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 59.6s
[2025-12-17T20:34:23.374533] [INFO ] [sig       ] [3402/3576] Forecasting VRRM...
[2025-12-17T20:34:23.374563] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-17T20:34:23.374611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-17T20:34:23.386035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-17T20:34:23.386377] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-17T20:34:23.387218] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-17T20:34:23.387271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:23.387304] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:23.387332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:23.387389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:23.444756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:23.445482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:23.445559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:23.445610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:23.566122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:23.566276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:23.566316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:23.566347] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:23.569913] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-17T20:34:23.570191] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-17T20:34:23.570317] [INFO ] [sig       ] VRRM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:23.711327] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRRM.txt
[2025-12-17T20:34:23.711485] [INFO ] [sig       ] [3402/3576] Completed VRRM in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 59.3s
[2025-12-17T20:34:23.711526] [INFO ] [sig       ] [3403/3576] Forecasting VRSK...
[2025-12-17T20:34:23.711557] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-17T20:34:23.711609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-17T20:34:23.722812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-17T20:34:23.723159] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-17T20:34:23.723955] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-17T20:34:23.724009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:23.724042] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:23.724069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:23.724126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:23.780759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:23.781620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:23.781703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:23.781737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:23.904416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:23.904586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:23.904628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:23.904657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:23.907978] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-17T20:34:23.908245] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-17T20:34:23.908367] [INFO ] [sig       ] VRSK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:24.052594] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VRSK.txt
[2025-12-17T20:34:24.052773] [INFO ] [sig       ] [3403/3576] Completed VRSK in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 58.9s
[2025-12-17T20:34:24.052839] [INFO ] [sig       ] [3404/3576] Forecasting VRSN...
[2025-12-17T20:34:24.052878] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-17T20:34:24.052915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-17T20:34:24.063945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-17T20:34:24.064248] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-17T20:34:24.065082] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-17T20:34:24.065135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:24.065167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:24.065196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:24.065254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:24.121199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:24.121898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:24.121995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:24.122032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:24.246584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:24.246741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:24.246780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:24.246809] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:24.250246] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-17T20:34:24.250514] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-17T20:34:24.250658] [INFO ] [sig       ] VRSN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:24.391652] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VRSN.txt
[2025-12-17T20:34:24.391805] [INFO ] [sig       ] [3404/3576] Completed VRSN in 0.3s | 2.94 sym/s | Total: 19.3m | ETA: 58.6s
[2025-12-17T20:34:24.391843] [INFO ] [sig       ] [3405/3576] Forecasting VRTS...
[2025-12-17T20:34:24.391874] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-17T20:34:24.391904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-17T20:34:24.403709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-17T20:34:24.404070] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-17T20:34:24.404840] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-17T20:34:24.404902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:24.404940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:24.404972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:24.405040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:24.460844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:24.461736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:24.461816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:24.461848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:24.584297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:24.584449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:24.584489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:24.584519] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:24.587894] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-17T20:34:24.588189] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-17T20:34:24.588316] [INFO ] [sig       ] VRTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:24.771559] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VRTS.txt
[2025-12-17T20:34:24.771733] [INFO ] [sig       ] [3405/3576] Completed VRTS in 0.4s | 2.93 sym/s | Total: 19.3m | ETA: 58.3s
[2025-12-17T20:34:24.771772] [INFO ] [sig       ] [3406/3576] Forecasting VRTX...
[2025-12-17T20:34:24.771804] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-17T20:34:24.771837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-17T20:34:24.783363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-17T20:34:24.783728] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-17T20:34:24.784510] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-17T20:34:24.784561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:24.784639] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:24.784668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:24.784724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:24.841312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:24.842163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:24.842242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:24.842274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:24.965152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:24.965305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:24.965347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:24.965375] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:24.968734] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-17T20:34:24.969031] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-17T20:34:24.969158] [INFO ] [sig       ] VRTX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:25.109461] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VRTX.txt
[2025-12-17T20:34:25.109608] [INFO ] [sig       ] [3406/3576] Completed VRTX in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 57.9s
[2025-12-17T20:34:25.109649] [INFO ] [sig       ] [3407/3576] Forecasting VS...
[2025-12-17T20:34:25.109677] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-17T20:34:25.109709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-17T20:34:25.120498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-17T20:34:25.120770] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-17T20:34:25.121539] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-17T20:34:25.121608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:25.121640] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:25.121667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:25.121722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:25.178943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:25.179740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:25.179823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:25.179863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:25.295112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:25.295260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:25.295315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:25.295346] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:25.298662] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-17T20:34:25.298950] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-17T20:34:25.299076] [INFO ] [sig       ] VS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:25.451053] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VS.txt
[2025-12-17T20:34:25.451203] [INFO ] [sig       ] [3407/3576] Completed VS in 0.3s | 2.93 sym/s | Total: 19.3m | ETA: 57.6s
[2025-12-17T20:34:25.451241] [INFO ] [sig       ] [3408/3576] Forecasting VSCO...
[2025-12-17T20:34:25.451270] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-17T20:34:25.451300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-17T20:34:25.462511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-17T20:34:25.462888] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-17T20:34:25.463661] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-17T20:34:25.463712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:25.463744] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:25.463770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:25.463829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:25.520008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:25.520953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:25.521064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:25.521098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:25.640835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:25.640990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:25.641032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:25.641067] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:25.644494] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-12-17T20:34:25.644776] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-17T20:34:25.644900] [INFO ] [sig       ] VSCO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:25.785207] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VSCO.txt
[2025-12-17T20:34:25.785355] [INFO ] [sig       ] [3408/3576] Completed VSCO in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 57.2s
[2025-12-17T20:34:25.785394] [INFO ] [sig       ] [3409/3576] Forecasting VSDA...
[2025-12-17T20:34:25.785422] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-17T20:34:25.785453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-17T20:34:25.796724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-17T20:34:25.797085] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-17T20:34:25.797858] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-17T20:34:25.797909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:25.797940] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:25.797967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:25.798022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:25.855014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:25.856083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:25.856180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:25.856213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:25.969633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:25.969785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:25.969826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:25.969884] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:25.973274] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-17T20:34:25.973547] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-17T20:34:25.973693] [INFO ] [sig       ] VSDA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:26.111594] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VSDA.txt
[2025-12-17T20:34:26.111721] [INFO ] [sig       ] [3409/3576] Completed VSDA in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 56.9s
[2025-12-17T20:34:26.111758] [INFO ] [sig       ] [3410/3576] Forecasting VSEC...
[2025-12-17T20:34:26.111787] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-17T20:34:26.111817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-17T20:34:26.123231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-17T20:34:26.123502] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-17T20:34:26.124261] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-17T20:34:26.124312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:26.124344] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:26.124369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:26.124425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:26.180507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:26.181174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:26.181248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:26.181280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:26.299030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:26.299175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:26.299214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:26.299242] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:26.302525] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-17T20:34:26.302803] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-17T20:34:26.302927] [INFO ] [sig       ] VSEC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:26.440227] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VSEC.txt
[2025-12-17T20:34:26.440355] [INFO ] [sig       ] [3410/3576] Completed VSEC in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 56.6s
[2025-12-17T20:34:26.440392] [INFO ] [sig       ] [3411/3576] Forecasting VSH...
[2025-12-17T20:34:26.440420] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-17T20:34:26.440451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-17T20:34:26.452777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-17T20:34:26.453050] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-17T20:34:26.453816] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-17T20:34:26.453867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:26.453909] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:26.453937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:26.453998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:26.511007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:26.511757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:26.511838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:26.511872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:26.634884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:26.635039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:26.635079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:26.635107] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:26.638423] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-17T20:34:26.638722] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-17T20:34:26.638951] [INFO ] [sig       ] VSH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:26.783812] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VSH.txt
[2025-12-17T20:34:26.783965] [INFO ] [sig       ] [3411/3576] Completed VSH in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 56.2s
[2025-12-17T20:34:26.784005] [INFO ] [sig       ] [3412/3576] Forecasting VSTM...
[2025-12-17T20:34:26.784034] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-17T20:34:26.784067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-17T20:34:26.795246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-17T20:34:26.795547] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-17T20:34:26.796308] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-17T20:34:26.796359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:26.796389] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:26.796414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:26.796469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:26.851342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:26.852226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:26.852311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:26.852344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:26.971478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:26.971650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:26.971692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:26.971720] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:26.975047] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=84.32%)
[2025-12-17T20:34:26.975309] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-17T20:34:26.975432] [INFO ] [sig       ] VSTM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:27.116467] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VSTM.txt
[2025-12-17T20:34:27.116645] [INFO ] [sig       ] [3412/3576] Completed VSTM in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 55.9s
[2025-12-17T20:34:27.116686] [INFO ] [sig       ] [3413/3576] Forecasting VSTS...
[2025-12-17T20:34:27.116716] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-17T20:34:27.116749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-17T20:34:27.128960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-17T20:34:27.129309] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-17T20:34:27.130137] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-17T20:34:27.130194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:27.130227] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:27.130255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:27.130313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:27.186760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:27.187367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:27.187443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:27.187474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:27.309073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:27.309225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:27.309265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:27.309293] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:27.312798] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-17T20:34:27.313071] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-17T20:34:27.313192] [INFO ] [sig       ] VSTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:27.452275] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VSTS.txt
[2025-12-17T20:34:27.452389] [INFO ] [sig       ] [3413/3576] Completed VSTS in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 55.5s
[2025-12-17T20:34:27.452426] [INFO ] [sig       ] [3414/3576] Forecasting VTC...
[2025-12-17T20:34:27.452455] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-17T20:34:27.452485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-17T20:34:27.463275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-17T20:34:27.463563] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-17T20:34:27.464315] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-17T20:34:27.464366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:27.464397] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:27.464422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:27.464477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:27.520187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:27.520795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:27.520871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:27.520904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:27.638356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:27.638483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:27.638520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:27.638547] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:27.641791] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=43.74%)
[2025-12-17T20:34:27.642057] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-17T20:34:27.642178] [INFO ] [sig       ] VTC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:27.806049] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VTC.txt
[2025-12-17T20:34:27.806222] [INFO ] [sig       ] [3414/3576] Completed VTC in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 55.2s
[2025-12-17T20:34:27.806262] [INFO ] [sig       ] [3415/3576] Forecasting VTEX...
[2025-12-17T20:34:27.806297] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-17T20:34:27.806329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-17T20:34:27.818022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-17T20:34:27.818327] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-17T20:34:27.819204] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-17T20:34:27.819255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:27.819286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:27.819311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:27.819365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:27.876646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:27.877601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:27.877690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:27.877722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:27.991375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:27.991516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:27.991554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:27.991598] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:27.994826] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-17T20:34:27.995096] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-17T20:34:27.995217] [INFO ] [sig       ] VTEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:28.131070] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTEX.txt
[2025-12-17T20:34:28.131188] [INFO ] [sig       ] [3415/3576] Completed VTEX in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 54.9s
[2025-12-17T20:34:28.131225] [INFO ] [sig       ] [3416/3576] Forecasting VTGN...
[2025-12-17T20:34:28.131254] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-17T20:34:28.131283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-17T20:34:28.142044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-17T20:34:28.142316] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-17T20:34:28.143090] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-17T20:34:28.143139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:28.143170] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:28.143195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:28.143249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:28.198332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:28.198959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:28.199075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:28.199111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:28.315336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:28.315477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:28.315516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:28.315545] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:28.318806] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=53.74%)
[2025-12-17T20:34:28.319119] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-17T20:34:28.319241] [INFO ] [sig       ] VTGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:28.456158] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTGN.txt
[2025-12-17T20:34:28.456272] [INFO ] [sig       ] [3416/3576] Completed VTGN in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 54.5s
[2025-12-17T20:34:28.456322] [INFO ] [sig       ] [3417/3576] Forecasting VTIP...
[2025-12-17T20:34:28.456372] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-17T20:34:28.456415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-17T20:34:28.468025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-17T20:34:28.468285] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-17T20:34:28.469072] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-17T20:34:28.469123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:28.469154] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:28.469179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:28.469236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:28.524825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:28.525408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:28.525483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:28.525515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:28.643408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:28.643565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:28.643623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:28.643652] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:28.646914] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-17T20:34:28.647181] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-17T20:34:28.647302] [INFO ] [sig       ] VTIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:28.795025] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTIP.txt
[2025-12-17T20:34:28.795180] [INFO ] [sig       ] [3417/3576] Completed VTIP in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 54.2s
[2025-12-17T20:34:28.795221] [INFO ] [sig       ] [3418/3576] Forecasting VTMX...
[2025-12-17T20:34:28.795251] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-17T20:34:28.795281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-17T20:34:28.807160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-17T20:34:28.807516] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-17T20:34:28.808356] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-17T20:34:28.808409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:28.808441] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:28.808468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:28.808525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:28.868246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:28.869103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:28.869189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:28.869222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:29.000928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:29.001081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:29.001125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:29.001171] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:29.004723] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-17T20:34:29.005067] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-17T20:34:29.005230] [INFO ] [sig       ] VTMX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:29.162877] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTMX.txt
[2025-12-17T20:34:29.163038] [INFO ] [sig       ] [3418/3576] Completed VTMX in 0.4s | 2.94 sym/s | Total: 19.4m | ETA: 53.8s
[2025-12-17T20:34:29.163078] [INFO ] [sig       ] [3419/3576] Forecasting VTN...
[2025-12-17T20:34:29.163108] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-17T20:34:29.163138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-17T20:34:29.174485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-17T20:34:29.174783] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-17T20:34:29.175541] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-17T20:34:29.175613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:29.175646] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:29.175673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:29.175728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:29.231036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:29.231958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:29.232050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:29.232083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:29.345930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:29.346088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:29.346129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:29.346160] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:29.349497] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-17T20:34:29.349777] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-17T20:34:29.349899] [INFO ] [sig       ] VTN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:29.489065] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VTN.txt
[2025-12-17T20:34:29.489266] [INFO ] [sig       ] [3419/3576] Completed VTN in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 53.5s
[2025-12-17T20:34:29.489319] [INFO ] [sig       ] [3420/3576] Forecasting VTOL...
[2025-12-17T20:34:29.489355] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-17T20:34:29.489399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-17T20:34:29.501842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-17T20:34:29.502260] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-17T20:34:29.503189] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-17T20:34:29.503256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:29.503302] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:29.503333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:29.503390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:29.560386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:29.561287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:29.561376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:29.561428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:29.680980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:29.681148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:29.681191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:29.681221] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:29.684604] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=79.33%)
[2025-12-17T20:34:29.684883] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-17T20:34:29.685023] [INFO ] [sig       ] VTOL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:29.833041] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTOL.txt
[2025-12-17T20:34:29.833191] [INFO ] [sig       ] [3420/3576] Completed VTOL in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 53.2s
[2025-12-17T20:34:29.833231] [INFO ] [sig       ] [3421/3576] Forecasting VTRS...
[2025-12-17T20:34:29.833262] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-17T20:34:29.833294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-17T20:34:29.844809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-17T20:34:29.845160] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-17T20:34:29.846005] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-17T20:34:29.846058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:29.846091] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:29.846118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:29.846175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:29.913805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:29.914931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:29.915038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:29.915088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:30.047510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:30.047684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:30.047725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:30.047755] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:30.051263] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=19.00%)
[2025-12-17T20:34:30.051554] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-17T20:34:30.051708] [INFO ] [sig       ] VTRS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:30.202690] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VTRS.txt
[2025-12-17T20:34:30.202832] [INFO ] [sig       ] [3421/3576] Completed VTRS in 0.4s | 2.93 sym/s | Total: 19.4m | ETA: 52.8s
[2025-12-17T20:34:30.202872] [INFO ] [sig       ] [3422/3576] Forecasting VTS...
[2025-12-17T20:34:30.202903] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-17T20:34:30.202935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-17T20:34:30.214711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-17T20:34:30.215052] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-17T20:34:30.215854] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-17T20:34:30.215906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:30.215939] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:30.215977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:30.216034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:30.272311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:30.273347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:30.273455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:30.273501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:30.395426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:30.395591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:30.395635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:30.395664] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:30.399073] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-17T20:34:30.399353] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-17T20:34:30.399480] [INFO ] [sig       ] VTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:30.543529] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTS.txt
[2025-12-17T20:34:30.543708] [INFO ] [sig       ] [3422/3576] Completed VTS in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 52.5s
[2025-12-17T20:34:30.543757] [INFO ] [sig       ] [3423/3576] Forecasting VTSI...
[2025-12-17T20:34:30.543786] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-17T20:34:30.543816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-17T20:34:30.554950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-17T20:34:30.555270] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-17T20:34:30.556082] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-17T20:34:30.556134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:30.556199] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:30.556227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:30.556284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:30.614957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:30.615804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:30.615887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:30.615919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:30.735344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:30.735505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:30.735545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:30.735593] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:30.738971] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2025-12-17T20:34:30.739248] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-17T20:34:30.739377] [INFO ] [sig       ] VTSI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:30.878303] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTSI.txt
[2025-12-17T20:34:30.878433] [INFO ] [sig       ] [3423/3576] Completed VTSI in 0.3s | 2.94 sym/s | Total: 19.4m | ETA: 52.1s
[2025-12-17T20:34:30.878473] [INFO ] [sig       ] [3424/3576] Forecasting VTWG...
[2025-12-17T20:34:30.878502] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-17T20:34:30.878534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-17T20:34:30.889447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-17T20:34:30.889818] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-17T20:34:30.890751] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-17T20:34:30.890803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:30.890836] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:30.890863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:30.890919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:30.950979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:30.951841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:30.951925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:30.951959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:31.078142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:31.078290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:31.078330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:31.078358] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:31.081851] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-17T20:34:31.082117] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-17T20:34:31.082436] [INFO ] [sig       ] VTWG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:31.225178] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTWG.txt
[2025-12-17T20:34:31.225329] [INFO ] [sig       ] [3424/3576] Completed VTWG in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 51.8s
[2025-12-17T20:34:31.225366] [INFO ] [sig       ] [3425/3576] Forecasting VTWO...
[2025-12-17T20:34:31.225394] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-17T20:34:31.225424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-17T20:34:31.236764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-17T20:34:31.237161] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-17T20:34:31.238009] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-17T20:34:31.238062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:31.238095] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:31.238123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:31.238179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:31.300424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:31.301320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:31.301406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:31.301441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:31.423442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:31.423636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:31.423680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:31.423710] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:31.427200] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-17T20:34:31.427484] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-17T20:34:31.427633] [INFO ] [sig       ] VTWO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:31.569066] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VTWO.txt
[2025-12-17T20:34:31.569218] [INFO ] [sig       ] [3425/3576] Completed VTWO in 0.3s | 2.93 sym/s | Total: 19.4m | ETA: 51.4s
[2025-12-17T20:34:31.569256] [INFO ] [sig       ] [3426/3576] Forecasting VTYX...
[2025-12-17T20:34:31.569287] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-17T20:34:31.569326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-17T20:34:31.580043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-17T20:34:31.580358] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-17T20:34:31.581147] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-17T20:34:31.581204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:31.581235] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:31.581261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:31.581316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:31.639146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:31.640090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:31.640198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:31.640232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:31.767943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:31.768094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:31.768135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:31.768195] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:31.772409] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=57.75%)
[2025-12-17T20:34:31.772721] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-17T20:34:31.772855] [INFO ] [sig       ] VTYX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:31.913799] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VTYX.txt
[2025-12-17T20:34:31.913931] [INFO ] [sig       ] [3426/3576] Completed VTYX in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 51.1s
[2025-12-17T20:34:31.913969] [INFO ] [sig       ] [3427/3576] Forecasting VUZI...
[2025-12-17T20:34:31.913999] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-17T20:34:31.914030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-17T20:34:31.924992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-17T20:34:31.925318] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-17T20:34:31.926077] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-17T20:34:31.926127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:31.926158] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:31.926185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:31.926241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:31.982820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:31.983658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:31.983742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:31.983776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:32.107328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:32.107486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:32.107531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:32.107562] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:32.111367] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-17T20:34:32.111655] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-17T20:34:32.111779] [INFO ] [sig       ] VUZI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:32.251204] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VUZI.txt
[2025-12-17T20:34:32.251357] [INFO ] [sig       ] [3427/3576] Completed VUZI in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 50.8s
[2025-12-17T20:34:32.251396] [INFO ] [sig       ] [3428/3576] Forecasting VVOS...
[2025-12-17T20:34:32.251425] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-17T20:34:32.251456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-17T20:34:32.262620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-17T20:34:32.263001] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-17T20:34:32.263862] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-17T20:34:32.263929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:32.263983] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:32.264017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:32.264080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:32.320095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:32.320955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:32.321041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:32.321077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:32.442443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:32.442645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:32.442714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:32.442768] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:32.447873] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-17T20:34:32.448265] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-17T20:34:32.448449] [INFO ] [sig       ] VVOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:32.599711] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VVOS.txt
[2025-12-17T20:34:32.599846] [INFO ] [sig       ] [3428/3576] Completed VVOS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 50.4s
[2025-12-17T20:34:32.599885] [INFO ] [sig       ] [3429/3576] Forecasting VVX...
[2025-12-17T20:34:32.599914] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-17T20:34:32.599946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-17T20:34:32.611262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-17T20:34:32.611603] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-17T20:34:32.612414] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-17T20:34:32.612465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:32.612496] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:32.612522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:32.612592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:32.668048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:32.668924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:32.669008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:32.669039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:32.792487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:32.792653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:32.792702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:32.792758] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:32.796812] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-17T20:34:32.797178] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-17T20:34:32.797344] [INFO ] [sig       ] VVX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:32.940265] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VVX.txt
[2025-12-17T20:34:32.940394] [INFO ] [sig       ] [3429/3576] Completed VVX in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 50.1s
[2025-12-17T20:34:32.940430] [INFO ] [sig       ] [3430/3576] Forecasting VWOB...
[2025-12-17T20:34:32.940459] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-17T20:34:32.940489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-17T20:34:32.951527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-17T20:34:32.951864] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-17T20:34:32.952715] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-17T20:34:32.952768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:32.952802] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:32.952830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:32.952888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:33.010556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:33.011394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:33.011478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:33.011512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:33.137098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:33.137201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:33.137242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:33.137271] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:33.140801] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-12-17T20:34:33.141072] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-17T20:34:33.141200] [INFO ] [sig       ] VWOB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:33.280662] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VWOB.txt
[2025-12-17T20:34:33.280792] [INFO ] [sig       ] [3430/3576] Completed VWOB in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 49.7s
[2025-12-17T20:34:33.280833] [INFO ] [sig       ] [3431/3576] Forecasting VXUS...
[2025-12-17T20:34:33.280863] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-17T20:34:33.280895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-17T20:34:33.291970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-17T20:34:33.292288] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-17T20:34:33.293064] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-17T20:34:33.293114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:33.293144] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:33.293170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:33.293224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:33.349489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:33.350172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:33.350262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:33.350295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:33.472629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:33.472773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:33.472813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:33.472842] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:33.476137] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2025-12-17T20:34:33.476400] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-17T20:34:33.476525] [INFO ] [sig       ] VXUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:33.613907] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VXUS.txt
[2025-12-17T20:34:33.614053] [INFO ] [sig       ] [3431/3576] Completed VXUS in 0.3s | 2.93 sym/s | Total: 19.5m | ETA: 49.4s
[2025-12-17T20:34:33.614092] [INFO ] [sig       ] [3432/3576] Forecasting VYMI...
[2025-12-17T20:34:33.614121] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-17T20:34:33.614151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-17T20:34:33.625461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-17T20:34:33.625797] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-17T20:34:33.626544] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-17T20:34:33.626611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:33.626644] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:33.626670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:33.626725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:33.682835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:33.683447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:33.683523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:33.683555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:33.803050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:33.803208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:33.803256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:33.803283] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:33.806645] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-12-17T20:34:33.806909] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-17T20:34:33.807030] [INFO ] [sig       ] VYMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:33.945068] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VYMI.txt
[2025-12-17T20:34:33.945216] [INFO ] [sig       ] [3432/3576] Completed VYMI in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 49.1s
[2025-12-17T20:34:33.945260] [INFO ] [sig       ] [3433/3576] Forecasting VYX...
[2025-12-17T20:34:33.945288] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-17T20:34:33.945319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-17T20:34:33.956716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-17T20:34:33.957055] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-17T20:34:33.957907] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-17T20:34:33.957961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:33.957991] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:33.958018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:33.958083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:34.013272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:34.013946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:34.014055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:34.014111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:34.134769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:34.134916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:34.134956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:34.134984] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:34.138314] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-17T20:34:34.138594] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-17T20:34:34.138719] [INFO ] [sig       ] VYX: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:34.276750] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/VYX.txt
[2025-12-17T20:34:34.276875] [INFO ] [sig       ] [3433/3576] Completed VYX in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 48.7s
[2025-12-17T20:34:34.276913] [INFO ] [sig       ] [3434/3576] Forecasting VZ...
[2025-12-17T20:34:34.276941] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-17T20:34:34.276971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-17T20:34:34.290141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-17T20:34:34.290526] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-17T20:34:34.291329] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-17T20:34:34.291379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:34.291411] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:34.291437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:34.291494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:34.348346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:34.349053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:34.349137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:34.349170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:34.471282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:34.471423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:34.471462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:34.471492] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:34.474889] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-17T20:34:34.475163] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-17T20:34:34.475297] [INFO ] [sig       ] VZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:34.620231] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/VZ.txt
[2025-12-17T20:34:34.620393] [INFO ] [sig       ] [3434/3576] Completed VZ in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 48.4s
[2025-12-17T20:34:34.620432] [INFO ] [sig       ] [3435/3576] Forecasting WAB...
[2025-12-17T20:34:34.620462] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-17T20:34:34.620495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-17T20:34:34.631520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-17T20:34:34.631860] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-17T20:34:34.632705] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-17T20:34:34.632768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:34.632801] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:34.632828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:34.632884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:34.690316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:34.691045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:34.691136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:34.691170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:34.812736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:34.812887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:34.812927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:34.812957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:34.816277] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-17T20:34:34.816547] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-17T20:34:34.816691] [INFO ] [sig       ] WAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:34.955507] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WAB.txt
[2025-12-17T20:34:34.955647] [INFO ] [sig       ] [3435/3576] Completed WAB in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 48.0s
[2025-12-17T20:34:34.955689] [INFO ] [sig       ] [3436/3576] Forecasting WABC...
[2025-12-17T20:34:34.955719] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-17T20:34:34.955750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-17T20:34:34.966294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-17T20:34:34.966607] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-17T20:34:34.967360] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-17T20:34:34.967409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:34.967440] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:34.967467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:34.967522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:35.024511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:35.025171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:35.025249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:35.025280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:35.142437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:35.142596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:35.142636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:35.142665] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:35.145948] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-17T20:34:35.146209] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-17T20:34:35.146341] [INFO ] [sig       ] WABC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:35.284245] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WABC.txt
[2025-12-17T20:34:35.284391] [INFO ] [sig       ] [3436/3576] Completed WABC in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 47.7s
[2025-12-17T20:34:35.284429] [INFO ] [sig       ] [3437/3576] Forecasting WAFD...
[2025-12-17T20:34:35.284458] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-17T20:34:35.284487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-17T20:34:35.296024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-17T20:34:35.296379] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-17T20:34:35.297274] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-17T20:34:35.297327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:35.297360] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:35.297387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:35.297444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:35.353063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:35.353736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:35.353815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:35.353847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:35.475058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:35.475207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:35.475247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:35.475277] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:35.478650] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-17T20:34:35.478956] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-17T20:34:35.479083] [INFO ] [sig       ] WAFD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:35.618810] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WAFD.txt
[2025-12-17T20:34:35.618984] [INFO ] [sig       ] [3437/3576] Completed WAFD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 47.4s
[2025-12-17T20:34:35.619025] [INFO ] [sig       ] [3438/3576] Forecasting WAFDP...
[2025-12-17T20:34:35.619055] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-17T20:34:35.619088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-17T20:34:35.630221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-17T20:34:35.630525] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-17T20:34:35.631313] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-17T20:34:35.631366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:35.631400] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:35.631427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:35.631484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:35.688059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:35.688828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:35.688936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:35.688970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:35.798801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:35.798961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:35.799003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:35.799034] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:35.802508] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=83.18%)
[2025-12-17T20:34:35.802802] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-17T20:34:35.802930] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:35.945823] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WAFDP.txt
[2025-12-17T20:34:35.945959] [INFO ] [sig       ] [3438/3576] Completed WAFDP in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 47.0s
[2025-12-17T20:34:35.945998] [INFO ] [sig       ] [3439/3576] Forecasting WAL...
[2025-12-17T20:34:35.946029] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-17T20:34:35.946061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-17T20:34:35.956979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-17T20:34:35.957296] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-17T20:34:35.958134] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-17T20:34:35.958189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:35.958222] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:35.958250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:35.958308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:36.013522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:36.014234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:36.014313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:36.014346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:36.138221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:36.138324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:36.138367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:36.138396] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:36.141847] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=84.35%)
[2025-12-17T20:34:36.142126] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-17T20:34:36.142276] [INFO ] [sig       ] WAL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:36.285562] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WAL.txt
[2025-12-17T20:34:36.285713] [INFO ] [sig       ] [3439/3576] Completed WAL in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 46.7s
[2025-12-17T20:34:36.285749] [INFO ] [sig       ] [3440/3576] Forecasting WALD...
[2025-12-17T20:34:36.285778] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-17T20:34:36.285808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-17T20:34:36.296831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-17T20:34:36.297215] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-17T20:34:36.298022] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-17T20:34:36.298074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:36.298144] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:36.298180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:36.298251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:36.356472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:36.357343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:36.357427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:36.357462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:36.482381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:36.482531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:36.482587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:36.482620] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:36.486082] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-17T20:34:36.486374] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-17T20:34:36.486500] [INFO ] [sig       ] WALD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:36.632405] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WALD.txt
[2025-12-17T20:34:36.632551] [INFO ] [sig       ] [3440/3576] Completed WALD in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 46.3s
[2025-12-17T20:34:36.632609] [INFO ] [sig       ] [3441/3576] Forecasting WASH...
[2025-12-17T20:34:36.632640] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-17T20:34:36.632670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-17T20:34:36.643608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-17T20:34:36.643904] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-17T20:34:36.644710] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-17T20:34:36.644764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:36.644797] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:36.644824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:36.644881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:36.701734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:36.702560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:36.702659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:36.702690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:36.820479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:36.820640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:36.820683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:36.820712] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:36.824149] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=31.28%)
[2025-12-17T20:34:36.824428] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-17T20:34:36.824554] [INFO ] [sig       ] WASH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:36.965086] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WASH.txt
[2025-12-17T20:34:36.965225] [INFO ] [sig       ] [3441/3576] Completed WASH in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 46.0s
[2025-12-17T20:34:36.965263] [INFO ] [sig       ] [3442/3576] Forecasting WAVE...
[2025-12-17T20:34:36.965292] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-17T20:34:36.965324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-17T20:34:36.976156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-17T20:34:36.976441] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-17T20:34:36.977243] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-17T20:34:36.977296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:36.977330] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:36.977358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:36.977416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:37.035332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:37.036082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:37.036163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:37.036198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:37.148411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:37.148594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:37.148639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:37.148669] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:37.152093] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-17T20:34:37.152372] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-17T20:34:37.152499] [INFO ] [sig       ] WAVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:37.295928] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WAVE.txt
[2025-12-17T20:34:37.296120] [INFO ] [sig       ] [3442/3576] Completed WAVE in 0.3s | 2.94 sym/s | Total: 19.5m | ETA: 45.7s
[2025-12-17T20:34:37.296180] [INFO ] [sig       ] [3443/3576] Forecasting WAY...
[2025-12-17T20:34:37.296214] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-17T20:34:37.296248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-17T20:34:37.307860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-17T20:34:37.308183] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-17T20:34:37.309053] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-17T20:34:37.309107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:37.309142] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:37.309174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:37.309242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:37.365850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:37.366485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:37.366564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:37.366615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:37.487706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:37.487854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:37.487896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:37.487957] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:37.491357] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=94.64%)
[2025-12-17T20:34:37.491647] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-17T20:34:37.491772] [INFO ] [sig       ] WAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:37.635275] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WAY.txt
[2025-12-17T20:34:37.635413] [INFO ] [sig       ] [3443/3576] Completed WAY in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 45.3s
[2025-12-17T20:34:37.635451] [INFO ] [sig       ] [3444/3576] Forecasting WB...
[2025-12-17T20:34:37.635481] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-17T20:34:37.635512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-17T20:34:37.646911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-17T20:34:37.647213] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-17T20:34:37.648014] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-17T20:34:37.648066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:37.648099] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:37.648127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:37.648183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:37.705072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:37.705730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:37.705809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:37.705842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:37.832108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:37.832250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:37.832292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:37.832321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:37.835678] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=26.56%)
[2025-12-17T20:34:37.835950] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-17T20:34:37.836079] [INFO ] [sig       ] WB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:37.981198] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WB.txt
[2025-12-17T20:34:37.981325] [INFO ] [sig       ] [3444/3576] Completed WB in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 45.0s
[2025-12-17T20:34:37.981361] [INFO ] [sig       ] [3445/3576] Forecasting WBD...
[2025-12-17T20:34:37.981391] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-17T20:34:37.981421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-17T20:34:37.992749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-17T20:34:37.993033] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-17T20:34:37.993798] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-17T20:34:37.993849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:37.993879] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:37.993905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:37.993960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:38.050268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:38.050906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:38.050990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:38.051023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:38.171581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:38.171707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:38.171745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:38.171774] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:38.174948] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-17T20:34:38.175234] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-17T20:34:38.175372] [INFO ] [sig       ] WBD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:38.316472] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WBD.txt
[2025-12-17T20:34:38.316628] [INFO ] [sig       ] [3445/3576] Completed WBD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 44.6s
[2025-12-17T20:34:38.316669] [INFO ] [sig       ] [3446/3576] Forecasting WBIY...
[2025-12-17T20:34:38.316698] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-17T20:34:38.316738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-17T20:34:38.326453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-17T20:34:38.326739] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-17T20:34:38.327676] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-17T20:34:38.327728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:38.327771] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:38.327800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:38.327856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:38.384597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:38.385200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:38.385276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:38.385307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:38.479454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:38.479604] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:34:38.479644] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:38.479671] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:38.482899] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-17T20:34:38.483159] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-17T20:34:38.483279] [INFO ] [sig       ] WBIY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:38.624668] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WBIY.txt
[2025-12-17T20:34:38.624794] [INFO ] [sig       ] [3446/3576] Completed WBIY in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 44.3s
[2025-12-17T20:34:38.624832] [INFO ] [sig       ] [3447/3576] Forecasting WBS...
[2025-12-17T20:34:38.624861] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-17T20:34:38.624892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-17T20:34:38.636090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-17T20:34:38.636379] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-17T20:34:38.637142] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-17T20:34:38.637204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:38.637243] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:38.637275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:38.637341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:38.694387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:38.695327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:38.695409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:38.695442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:38.819630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:38.819785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:38.819826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:38.819853] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:38.823160] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-17T20:34:38.823427] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-17T20:34:38.823558] [INFO ] [sig       ] WBS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:38.961415] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WBS.txt
[2025-12-17T20:34:38.961539] [INFO ] [sig       ] [3447/3576] Completed WBS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 43.9s
[2025-12-17T20:34:38.961594] [INFO ] [sig       ] [3448/3576] Forecasting WBTN...
[2025-12-17T20:34:38.961625] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-17T20:34:38.961656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-17T20:34:38.974912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-17T20:34:38.975357] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-17T20:34:38.976131] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-17T20:34:38.976182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:38.976213] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:38.976239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:38.976293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:39.033916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:39.034784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:39.034865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:39.034897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:39.159724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:39.159878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:39.159918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:39.159947] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:39.163319] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=81.09%)
[2025-12-17T20:34:39.163612] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-17T20:34:39.163742] [INFO ] [sig       ] WBTN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:39.300841] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WBTN.txt
[2025-12-17T20:34:39.300994] [INFO ] [sig       ] [3448/3576] Completed WBTN in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 43.6s
[2025-12-17T20:34:39.301033] [INFO ] [sig       ] [3449/3576] Forecasting WBX...
[2025-12-17T20:34:39.301062] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-17T20:34:39.301092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-17T20:34:39.312294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-17T20:34:39.312687] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-17T20:34:39.313486] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-17T20:34:39.313537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:39.313593] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:39.313625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:39.313681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:39.368984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:39.369834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:39.369919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:39.369951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:39.496798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:39.496954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:39.496997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:39.497036] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:39.500776] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-17T20:34:39.501118] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-17T20:34:39.501266] [INFO ] [sig       ] WBX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:39.644697] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WBX.txt
[2025-12-17T20:34:39.644829] [INFO ] [sig       ] [3449/3576] Completed WBX in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 43.3s
[2025-12-17T20:34:39.644874] [INFO ] [sig       ] [3450/3576] Forecasting WCC...
[2025-12-17T20:34:39.644904] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-17T20:34:39.644935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-17T20:34:39.656624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-17T20:34:39.656904] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-17T20:34:39.657681] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-17T20:34:39.657732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:39.657763] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:39.657791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:39.657847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:39.714450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:39.715357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:39.715467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:39.715678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:39.837980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:39.838133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:39.838172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:39.838201] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:39.841625] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-17T20:34:39.841892] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-17T20:34:39.842011] [INFO ] [sig       ] WCC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:39.981962] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WCC.txt
[2025-12-17T20:34:39.982103] [INFO ] [sig       ] [3450/3576] Completed WCC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 42.9s
[2025-12-17T20:34:39.982140] [INFO ] [sig       ] [3451/3576] Forecasting WCLD...
[2025-12-17T20:34:39.982170] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-17T20:34:39.982201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-17T20:34:39.994277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-17T20:34:39.994625] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-17T20:34:39.995371] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-17T20:34:39.995422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:39.995453] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:39.995479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:39.995535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:40.052639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:40.053391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:40.053470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:40.053502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:40.170727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:40.170882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:40.170921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:40.170950] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:40.174288] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-17T20:34:40.174595] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-17T20:34:40.174721] [INFO ] [sig       ] WCLD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:40.313430] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WCLD.txt
[2025-12-17T20:34:40.313597] [INFO ] [sig       ] [3451/3576] Completed WCLD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 42.6s
[2025-12-17T20:34:40.313637] [INFO ] [sig       ] [3452/3576] Forecasting WD...
[2025-12-17T20:34:40.313666] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-17T20:34:40.313698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-17T20:34:40.325949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-17T20:34:40.326284] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-17T20:34:40.327086] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-17T20:34:40.327140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:40.327171] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:40.327197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:40.327255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:40.384305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:40.385025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:40.385106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:40.385140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:40.506824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:40.506977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:40.507017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:40.507047] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:40.510523] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-17T20:34:40.510813] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-17T20:34:40.510941] [INFO ] [sig       ] WD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:40.656645] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WD.txt
[2025-12-17T20:34:40.656786] [INFO ] [sig       ] [3452/3576] Completed WD in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 42.2s
[2025-12-17T20:34:40.656824] [INFO ] [sig       ] [3453/3576] Forecasting WDAY...
[2025-12-17T20:34:40.656852] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-17T20:34:40.656883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-17T20:34:40.668406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-17T20:34:40.668768] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-17T20:34:40.669568] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-17T20:34:40.669641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:40.669675] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:40.669710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:40.669772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:40.726212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:40.726883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:40.726960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:40.726992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:40.851783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:40.851935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:40.851975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:40.852040] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:40.855417] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=39.20%)
[2025-12-17T20:34:40.855708] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-17T20:34:40.855831] [INFO ] [sig       ] WDAY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:40.995715] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WDAY.txt
[2025-12-17T20:34:40.995880] [INFO ] [sig       ] [3453/3576] Completed WDAY in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 41.9s
[2025-12-17T20:34:40.995920] [INFO ] [sig       ] [3454/3576] Forecasting WDC...
[2025-12-17T20:34:40.995949] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-17T20:34:40.995980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-17T20:34:41.006877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-17T20:34:41.007159] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-17T20:34:41.007923] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-17T20:34:41.007973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:41.008005] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:41.008031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:41.008086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:41.064158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:41.064947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:41.065033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:41.065067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:41.188526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:41.188690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:41.188729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:41.188758] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:41.192189] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-17T20:34:41.192472] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-17T20:34:41.192623] [INFO ] [sig       ] WDC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:41.329251] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WDC.txt
[2025-12-17T20:34:41.329404] [INFO ] [sig       ] [3454/3576] Completed WDC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 41.6s
[2025-12-17T20:34:41.329441] [INFO ] [sig       ] [3455/3576] Forecasting WDFC...
[2025-12-17T20:34:41.329471] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-17T20:34:41.329502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-17T20:34:41.340444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-17T20:34:41.340755] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-17T20:34:41.341510] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-17T20:34:41.341563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:41.341624] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:41.341652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:41.341708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:41.397165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:41.397914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:41.397995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:41.398044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:41.518095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:41.518242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:41.518286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:41.518318] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:41.521826] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-17T20:34:41.522093] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-17T20:34:41.522213] [INFO ] [sig       ] WDFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:41.661679] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WDFC.txt
[2025-12-17T20:34:41.661829] [INFO ] [sig       ] [3455/3576] Completed WDFC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 41.2s
[2025-12-17T20:34:41.661869] [INFO ] [sig       ] [3456/3576] Forecasting WDH...
[2025-12-17T20:34:41.661899] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-17T20:34:41.661930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-17T20:34:41.672993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-17T20:34:41.673319] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-17T20:34:41.674085] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-17T20:34:41.674135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:41.674167] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:41.674193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:41.674256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:41.731396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:41.732211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:41.732296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:41.732328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:41.850876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:41.851038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:41.851078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:41.851109] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:41.854542] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-17T20:34:41.854847] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-17T20:34:41.854975] [INFO ] [sig       ] WDH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:41.992955] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WDH.txt
[2025-12-17T20:34:41.993092] [INFO ] [sig       ] [3456/3576] Completed WDH in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 40.9s
[2025-12-17T20:34:41.993129] [INFO ] [sig       ] [3457/3576] Forecasting WDI...
[2025-12-17T20:34:41.993158] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-17T20:34:41.993188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-17T20:34:42.004716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-17T20:34:42.005000] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-17T20:34:42.005758] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-17T20:34:42.005808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:42.005864] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:42.005903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:42.005961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:42.061345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:42.062111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:42.062194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:42.062226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:42.185486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:42.185651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:42.185692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:42.185722] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:42.189092] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-17T20:34:42.189370] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-17T20:34:42.189492] [INFO ] [sig       ] WDI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:42.326491] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WDI.txt
[2025-12-17T20:34:42.326654] [INFO ] [sig       ] [3457/3576] Completed WDI in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 40.5s
[2025-12-17T20:34:42.326695] [INFO ] [sig       ] [3458/3576] Forecasting WDS...
[2025-12-17T20:34:42.326725] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-17T20:34:42.326757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-17T20:34:42.338191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-17T20:34:42.338482] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-17T20:34:42.339258] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-17T20:34:42.339308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:42.339339] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:42.339364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:42.339419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:42.394922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:42.395662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:42.395739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:42.395770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:42.516608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:42.516763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:42.516803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:42.516833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:42.520252] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=79.87%)
[2025-12-17T20:34:42.520596] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-17T20:34:42.520730] [INFO ] [sig       ] WDS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:42.660372] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WDS.txt
[2025-12-17T20:34:42.660511] [INFO ] [sig       ] [3458/3576] Completed WDS in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 40.2s
[2025-12-17T20:34:42.660550] [INFO ] [sig       ] [3459/3576] Forecasting WEA...
[2025-12-17T20:34:42.660599] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-17T20:34:42.660633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-17T20:34:42.671672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-17T20:34:42.671988] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-17T20:34:42.672796] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-17T20:34:42.672849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:42.672882] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:42.672908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:42.672969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:42.729832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:42.730663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:42.730746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:42.730779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:42.843449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:42.843628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:42.843672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:42.843699] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:42.847117] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-17T20:34:42.847427] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-17T20:34:42.847558] [INFO ] [sig       ] WEA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:42.990041] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WEA.txt
[2025-12-17T20:34:42.990194] [INFO ] [sig       ] [3459/3576] Completed WEA in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 39.9s
[2025-12-17T20:34:42.990232] [INFO ] [sig       ] [3460/3576] Forecasting WEC...
[2025-12-17T20:34:42.990260] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-17T20:34:42.990294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-17T20:34:43.001455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-17T20:34:43.001823] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-17T20:34:43.002615] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-17T20:34:43.002666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:43.002697] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:43.002724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:43.002780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:43.059602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:43.060316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:43.060408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:43.060449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:43.181587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:43.181739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:43.181778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:43.181806] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:43.185155] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-12-17T20:34:43.185431] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-17T20:34:43.185556] [INFO ] [sig       ] WEC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:43.322912] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WEC.txt
[2025-12-17T20:34:43.323039] [INFO ] [sig       ] [3460/3576] Completed WEC in 0.3s | 2.94 sym/s | Total: 19.6m | ETA: 39.5s
[2025-12-17T20:34:43.323076] [INFO ] [sig       ] [3461/3576] Forecasting WEN...
[2025-12-17T20:34:43.323106] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-17T20:34:43.323137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-17T20:34:43.334170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-17T20:34:43.334475] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-17T20:34:43.335264] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-17T20:34:43.335317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:43.335353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:43.335385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:43.335453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:43.393144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:43.393979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:43.394063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:43.394095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:43.517203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:43.517356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:43.517397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:43.517426] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:43.520879] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2025-12-17T20:34:43.521156] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-17T20:34:43.521283] [INFO ] [sig       ] WEN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:43.665502] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WEN.txt
[2025-12-17T20:34:43.665650] [INFO ] [sig       ] [3461/3576] Completed WEN in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 39.2s
[2025-12-17T20:34:43.665689] [INFO ] [sig       ] [3462/3576] Forecasting WERN...
[2025-12-17T20:34:43.665718] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-17T20:34:43.665749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-17T20:34:43.677092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-17T20:34:43.677465] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-17T20:34:43.678309] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-17T20:34:43.678373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:43.678410] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:43.678441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:43.678499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:43.734396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:43.735235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:43.735328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:43.735369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:43.852424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:43.852596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:43.852638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:43.852667] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:43.856079] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-12-17T20:34:43.856353] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-17T20:34:43.856478] [INFO ] [sig       ] WERN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:43.993862] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WERN.txt
[2025-12-17T20:34:43.994007] [INFO ] [sig       ] [3462/3576] Completed WERN in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.8s
[2025-12-17T20:34:43.994050] [INFO ] [sig       ] [3463/3576] Forecasting WES...
[2025-12-17T20:34:43.994086] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-17T20:34:43.994119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-17T20:34:44.005353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-17T20:34:44.005648] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-17T20:34:44.006387] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-17T20:34:44.006437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:44.006468] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:44.006494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:44.006549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:44.063101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:44.063838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:44.063936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:44.063970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:44.182610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:44.182763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:44.182804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:44.182833] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:44.186587] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-17T20:34:44.186888] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-17T20:34:44.187206] [INFO ] [sig       ] WES: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:44.329171] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WES.txt
[2025-12-17T20:34:44.329319] [INFO ] [sig       ] [3463/3576] Completed WES in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.5s
[2025-12-17T20:34:44.329363] [INFO ] [sig       ] [3464/3576] Forecasting WEX...
[2025-12-17T20:34:44.329394] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-17T20:34:44.329424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-17T20:34:44.342051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-17T20:34:44.342407] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-17T20:34:44.343389] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-17T20:34:44.343452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:44.343485] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:44.343512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:44.343567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:44.400533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:44.401412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:44.401497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:44.401530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:44.522756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:44.522912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:44.522953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:44.522981] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:44.526336] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-17T20:34:44.526651] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-17T20:34:44.526783] [INFO ] [sig       ] WEX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:44.667213] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WEX.txt
[2025-12-17T20:34:44.667373] [INFO ] [sig       ] [3464/3576] Completed WEX in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 38.2s
[2025-12-17T20:34:44.667419] [INFO ] [sig       ] [3465/3576] Forecasting WEYS...
[2025-12-17T20:34:44.667454] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-17T20:34:44.667492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-17T20:34:44.678280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-17T20:34:44.678648] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-17T20:34:44.679480] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-17T20:34:44.679538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:44.679568] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:44.679620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:44.679677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:44.737760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:44.738668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:44.738753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:44.738786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:44.851320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:44.851476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:44.851517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:44.851546] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:44.855080] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-17T20:34:44.855378] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-17T20:34:44.855533] [INFO ] [sig       ] WEYS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:45.007614] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WEYS.txt
[2025-12-17T20:34:45.007765] [INFO ] [sig       ] [3465/3576] Completed WEYS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 37.8s
[2025-12-17T20:34:45.007817] [INFO ] [sig       ] [3466/3576] Forecasting WF...
[2025-12-17T20:34:45.007856] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-17T20:34:45.007890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-17T20:34:45.019094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-17T20:34:45.019430] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-17T20:34:45.020206] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-17T20:34:45.020257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:45.020288] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:45.020314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:45.020371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:45.074914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:45.075761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:45.075842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:45.075874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:45.198356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:45.198533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:45.198589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:45.198621] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:45.201978] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-17T20:34:45.202248] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-17T20:34:45.202372] [INFO ] [sig       ] WF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:45.343241] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WF.txt
[2025-12-17T20:34:45.343365] [INFO ] [sig       ] [3466/3576] Completed WF in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 37.5s
[2025-12-17T20:34:45.343402] [INFO ] [sig       ] [3467/3576] Forecasting WFC...
[2025-12-17T20:34:45.343430] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-17T20:34:45.343460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-17T20:34:45.355079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-17T20:34:45.355358] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-17T20:34:45.356116] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-17T20:34:45.356167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:45.356197] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:45.356224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:45.356278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:45.411204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:45.411958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:45.412063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:45.412096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:45.538471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:45.538638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:45.538681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:45.538709] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:45.542108] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-17T20:34:45.542376] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-17T20:34:45.542502] [INFO ] [sig       ] WFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:45.683916] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WFC.txt
[2025-12-17T20:34:45.684044] [INFO ] [sig       ] [3467/3576] Completed WFC in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 37.1s
[2025-12-17T20:34:45.684082] [INFO ] [sig       ] [3468/3576] Forecasting WFG...
[2025-12-17T20:34:45.684111] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-17T20:34:45.684145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-17T20:34:45.695723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-17T20:34:45.696017] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-17T20:34:45.696864] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-17T20:34:45.696916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:45.696947] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:45.696972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:45.697027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:45.753751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:45.754531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:45.754820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:45.754855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:45.881879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:45.882028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:45.882069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:45.882098] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:45.885551] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-17T20:34:45.885874] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-17T20:34:45.886043] [INFO ] [sig       ] WFG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:46.027533] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WFG.txt
[2025-12-17T20:34:46.027683] [INFO ] [sig       ] [3468/3576] Completed WFG in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 36.8s
[2025-12-17T20:34:46.027723] [INFO ] [sig       ] [3469/3576] Forecasting WFRD...
[2025-12-17T20:34:46.027751] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-17T20:34:46.027782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-17T20:34:46.038313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-17T20:34:46.038625] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-17T20:34:46.039432] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-17T20:34:46.039485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:46.039518] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:46.039544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:46.039630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:46.097399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:46.098124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:46.098205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:46.098237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:46.216979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:46.217123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:46.217164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:46.217193] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:46.220527] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-17T20:34:46.220818] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-17T20:34:46.220952] [INFO ] [sig       ] WFRD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:46.362496] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WFRD.txt
[2025-12-17T20:34:46.362710] [INFO ] [sig       ] [3469/3576] Completed WFRD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 36.5s
[2025-12-17T20:34:46.362770] [INFO ] [sig       ] [3470/3576] Forecasting WGMI...
[2025-12-17T20:34:46.362814] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-17T20:34:46.362866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-17T20:34:46.373594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-17T20:34:46.373913] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-17T20:34:46.374696] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-17T20:34:46.374747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:46.374791] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:46.374820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:46.374877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:46.434841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:46.435694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:46.435779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:46.435813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:46.558878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:46.559026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:46.559067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:46.559096] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:46.562507] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-17T20:34:46.562799] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-17T20:34:46.562928] [INFO ] [sig       ] WGMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:46.700460] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WGMI.txt
[2025-12-17T20:34:46.700642] [INFO ] [sig       ] [3470/3576] Completed WGMI in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 36.1s
[2025-12-17T20:34:46.700690] [INFO ] [sig       ] [3471/3576] Forecasting WGO...
[2025-12-17T20:34:46.700722] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-17T20:34:46.700758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-17T20:34:46.711779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-17T20:34:46.712074] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-17T20:34:46.712896] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-17T20:34:46.712949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:46.712981] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:46.713008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:46.713065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:46.769508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:46.770182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:46.770261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:46.770295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:46.893409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:46.893589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:46.893633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:46.893665] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:46.897078] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-17T20:34:46.897362] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-17T20:34:46.897493] [INFO ] [sig       ] WGO: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:47.035302] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WGO.txt
[2025-12-17T20:34:47.035436] [INFO ] [sig       ] [3471/3576] Completed WGO in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 35.8s
[2025-12-17T20:34:47.035474] [INFO ] [sig       ] [3472/3576] Forecasting WGS...
[2025-12-17T20:34:47.035503] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-17T20:34:47.035533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-17T20:34:47.045885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-17T20:34:47.046186] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-17T20:34:47.046950] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-17T20:34:47.047002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:47.047033] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:47.047060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:47.047116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:47.107929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:47.108766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:47.108848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:47.108904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:47.231239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:47.231383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:47.231429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:47.231463] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:47.235089] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-17T20:34:47.235357] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-17T20:34:47.235486] [INFO ] [sig       ] WGS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:47.374462] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WGS.txt
[2025-12-17T20:34:47.374618] [INFO ] [sig       ] [3472/3576] Completed WGS in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 35.4s
[2025-12-17T20:34:47.374658] [INFO ] [sig       ] [3473/3576] Forecasting WH...
[2025-12-17T20:34:47.374686] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-17T20:34:47.374718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-17T20:34:47.385167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-17T20:34:47.385498] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-17T20:34:47.386296] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-17T20:34:47.386349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:47.386381] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:47.386409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:47.386465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:47.444092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:47.444863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:47.444959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:47.445000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:47.567259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:47.567404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:47.567447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:47.567476] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:47.570929] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-17T20:34:47.571192] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-17T20:34:47.571313] [INFO ] [sig       ] WH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:47.711226] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WH.txt
[2025-12-17T20:34:47.711356] [INFO ] [sig       ] [3473/3576] Completed WH in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 35.1s
[2025-12-17T20:34:47.711400] [INFO ] [sig       ] [3474/3576] Forecasting WHD...
[2025-12-17T20:34:47.711429] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-17T20:34:47.711461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-17T20:34:47.721700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-17T20:34:47.721991] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-17T20:34:47.722748] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-17T20:34:47.722798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:47.722855] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:47.722883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:47.722939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:47.780905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:47.781927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:47.782031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:47.782081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:47.905341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:47.905497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:47.905539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:47.905584] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:47.909053] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=44.78%)
[2025-12-17T20:34:47.909328] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-17T20:34:47.909454] [INFO ] [sig       ] WHD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:48.044559] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WHD.txt
[2025-12-17T20:34:48.044699] [INFO ] [sig       ] [3474/3576] Completed WHD in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 34.7s
[2025-12-17T20:34:48.044736] [INFO ] [sig       ] [3475/3576] Forecasting WHF...
[2025-12-17T20:34:48.044764] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-17T20:34:48.044794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-17T20:34:48.054806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-17T20:34:48.055093] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-17T20:34:48.055857] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-17T20:34:48.055907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:48.055938] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:48.055964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:48.056019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:48.111393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:48.112195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:48.112276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:48.112309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:48.243527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:48.243706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:48.243750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:48.243777] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:48.247309] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-17T20:34:48.247639] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-17T20:34:48.247772] [INFO ] [sig       ] WHF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:48.388451] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WHF.txt
[2025-12-17T20:34:48.388608] [INFO ] [sig       ] [3475/3576] Completed WHF in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 34.4s
[2025-12-17T20:34:48.388649] [INFO ] [sig       ] [3476/3576] Forecasting WHG...
[2025-12-17T20:34:48.388678] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-17T20:34:48.388710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-17T20:34:48.398946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-17T20:34:48.399239] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-17T20:34:48.400050] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-17T20:34:48.400102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:48.400134] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:48.400160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:48.400215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:48.456160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:48.456941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:48.457022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:48.457055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:48.563437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:48.563609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:48.563652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:48.563682] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:48.567030] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-17T20:34:48.567298] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-17T20:34:48.567423] [INFO ] [sig       ] WHG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:48.712689] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WHG.txt
[2025-12-17T20:34:48.712834] [INFO ] [sig       ] [3476/3576] Completed WHG in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 34.1s
[2025-12-17T20:34:48.712874] [INFO ] [sig       ] [3477/3576] Forecasting WIA...
[2025-12-17T20:34:48.712904] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-17T20:34:48.712937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-17T20:34:48.723106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-17T20:34:48.723437] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-17T20:34:48.724205] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-17T20:34:48.724256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:48.724288] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:48.724314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:48.724368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:48.780959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:48.781803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:48.781886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:48.781918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:48.896847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:48.897002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:48.897044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:48.897120] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:48.900606] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-17T20:34:48.900902] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-17T20:34:48.901039] [INFO ] [sig       ] WIA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:49.046848] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WIA.txt
[2025-12-17T20:34:49.046999] [INFO ] [sig       ] [3477/3576] Completed WIA in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 33.7s
[2025-12-17T20:34:49.047040] [INFO ] [sig       ] [3478/3576] Forecasting WIMI...
[2025-12-17T20:34:49.047071] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-17T20:34:49.047104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-17T20:34:49.057558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-17T20:34:49.057871] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-17T20:34:49.058659] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-17T20:34:49.058712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:49.058745] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:49.058771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:49.058827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:49.115323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:49.116040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:49.116117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:49.116149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:49.235306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:49.235458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:49.235503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:49.235530] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:49.239407] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-17T20:34:49.239752] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-17T20:34:49.239889] [INFO ] [sig       ] WIMI: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:49.385910] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WIMI.txt
[2025-12-17T20:34:49.386060] [INFO ] [sig       ] [3478/3576] Completed WIMI in 0.3s | 2.94 sym/s | Total: 19.7m | ETA: 33.4s
[2025-12-17T20:34:49.386099] [INFO ] [sig       ] [3479/3576] Forecasting WINA...
[2025-12-17T20:34:49.386128] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-17T20:34:49.386159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-17T20:34:49.396153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-17T20:34:49.396505] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-17T20:34:49.397278] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-17T20:34:49.397329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:49.397360] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:49.397387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:49.397442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:49.453536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:49.454386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:49.454474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:49.454524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:49.569283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:49.569448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:49.569516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:49.569555] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:49.573048] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=47.76%)
[2025-12-17T20:34:49.573320] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-17T20:34:49.573450] [INFO ] [sig       ] WINA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:49.714847] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WINA.txt
[2025-12-17T20:34:49.714992] [INFO ] [sig       ] [3479/3576] Completed WINA in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 33.0s
[2025-12-17T20:34:49.715030] [INFO ] [sig       ] [3480/3576] Forecasting WING...
[2025-12-17T20:34:49.715059] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-17T20:34:49.715091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-17T20:34:49.725424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-17T20:34:49.725773] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-17T20:34:49.726551] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-17T20:34:49.726636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:49.726677] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:49.726710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:49.726774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:49.783968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:49.784748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:49.784830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:49.784863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:49.907264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:49.907419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:49.907465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:49.907501] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:49.911001] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-17T20:34:49.911334] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-17T20:34:49.911479] [INFO ] [sig       ] WING: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:50.050817] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WING.txt
[2025-12-17T20:34:50.050981] [INFO ] [sig       ] [3480/3576] Completed WING in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 32.7s
[2025-12-17T20:34:50.051019] [INFO ] [sig       ] [3481/3576] Forecasting WINN...
[2025-12-17T20:34:50.051049] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-17T20:34:50.051079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-17T20:34:50.061165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-17T20:34:50.061493] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-17T20:34:50.062259] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-17T20:34:50.062310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:50.062342] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:50.062380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:50.062436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:50.118170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:50.119104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:50.119190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:50.119223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:50.240894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:50.241043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:50.241084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:50.241114] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:50.244452] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-17T20:34:50.244740] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-17T20:34:50.244869] [INFO ] [sig       ] WINN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:50.382239] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WINN.txt
[2025-12-17T20:34:50.382362] [INFO ] [sig       ] [3481/3576] Completed WINN in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 32.4s
[2025-12-17T20:34:50.382399] [INFO ] [sig       ] [3482/3576] Forecasting WIX...
[2025-12-17T20:34:50.382429] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-17T20:34:50.382459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-17T20:34:50.392932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-17T20:34:50.393236] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-17T20:34:50.394017] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-17T20:34:50.394067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:50.394099] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:50.394125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:50.394179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:50.450080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:50.450803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:50.450882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:50.450914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:50.571864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:50.572013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:50.572052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:50.572079] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:50.575385] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-17T20:34:50.575674] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-17T20:34:50.575795] [INFO ] [sig       ] WIX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:50.714242] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WIX.txt
[2025-12-17T20:34:50.714367] [INFO ] [sig       ] [3482/3576] Completed WIX in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 32.0s
[2025-12-17T20:34:50.714405] [INFO ] [sig       ] [3483/3576] Forecasting WK...
[2025-12-17T20:34:50.714435] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-17T20:34:50.714466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-17T20:34:50.724981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-17T20:34:50.725290] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-17T20:34:50.726161] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-17T20:34:50.726213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:50.726245] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:50.726270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:50.726326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:50.782545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:50.783386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:50.783465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:50.783497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:50.900396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:50.900541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:50.900597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:50.900626] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:50.903887] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-17T20:34:50.904152] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-17T20:34:50.904270] [INFO ] [sig       ] WK: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:51.043139] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WK.txt
[2025-12-17T20:34:51.043266] [INFO ] [sig       ] [3483/3576] Completed WK in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 31.7s
[2025-12-17T20:34:51.043304] [INFO ] [sig       ] [3484/3576] Forecasting WKC...
[2025-12-17T20:34:51.043333] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-17T20:34:51.043362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-17T20:34:51.053301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-17T20:34:51.053604] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-17T20:34:51.054352] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-17T20:34:51.054402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:51.054433] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:51.054460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:51.054515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:51.108947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:51.109605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:51.109683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:51.109741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:51.228441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:51.228587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:51.228628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:51.228657] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:51.231904] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-17T20:34:51.232168] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-17T20:34:51.232290] [INFO ] [sig       ] WKC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:51.375876] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WKC.txt
[2025-12-17T20:34:51.376026] [INFO ] [sig       ] [3484/3576] Completed WKC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 31.3s
[2025-12-17T20:34:51.376066] [INFO ] [sig       ] [3485/3576] Forecasting WKEY...
[2025-12-17T20:34:51.376094] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-17T20:34:51.376132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-17T20:34:51.386060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-17T20:34:51.386321] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-17T20:34:51.387079] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-17T20:34:51.387130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:51.387161] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:51.387188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:51.387242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:51.442784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:51.443533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:51.443629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:51.443663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:51.559332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:51.559460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:51.559499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:51.559532] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:51.562798] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=33.21%)
[2025-12-17T20:34:51.563065] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-17T20:34:51.563185] [INFO ] [sig       ] WKEY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:51.702986] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WKEY.txt
[2025-12-17T20:34:51.703142] [INFO ] [sig       ] [3485/3576] Completed WKEY in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 31.0s
[2025-12-17T20:34:51.703183] [INFO ] [sig       ] [3486/3576] Forecasting WKSP...
[2025-12-17T20:34:51.703212] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-17T20:34:51.703242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-17T20:34:51.713816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-17T20:34:51.714151] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-17T20:34:51.714919] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-17T20:34:51.714969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:51.715000] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:51.715027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:51.715082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:51.770908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:51.771794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:51.771877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:51.771910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:51.891014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:51.891165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:51.891205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:51.891232] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:51.894557] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-17T20:34:51.894873] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-17T20:34:51.895002] [INFO ] [sig       ] WKSP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:52.035931] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WKSP.txt
[2025-12-17T20:34:52.036108] [INFO ] [sig       ] [3486/3576] Completed WKSP in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 30.7s
[2025-12-17T20:34:52.036148] [INFO ] [sig       ] [3487/3576] Forecasting WLDN...
[2025-12-17T20:34:52.036177] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-17T20:34:52.036209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-17T20:34:52.046791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-17T20:34:52.047112] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-17T20:34:52.047917] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-17T20:34:52.047969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:52.048000] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:52.048027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:52.048083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:52.104038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:52.104699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:52.104777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:52.104809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:52.224932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:52.225066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:52.225104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:52.225133] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:52.228471] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=56.25%)
[2025-12-17T20:34:52.228751] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-17T20:34:52.228886] [INFO ] [sig       ] WLDN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:52.366626] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WLDN.txt
[2025-12-17T20:34:52.366762] [INFO ] [sig       ] [3487/3576] Completed WLDN in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 30.3s
[2025-12-17T20:34:52.366799] [INFO ] [sig       ] [3488/3576] Forecasting WLDS...
[2025-12-17T20:34:52.366829] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-17T20:34:52.366859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-17T20:34:52.378280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-17T20:34:52.378735] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-17T20:34:52.379633] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-17T20:34:52.379687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:52.379720] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:52.379746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:52.379802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:52.440294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:52.441256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:52.441347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:52.441381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:52.558713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:52.558904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:52.558947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:52.558977] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:52.562656] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-17T20:34:52.562983] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-17T20:34:52.563124] [INFO ] [sig       ] WLDS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:52.704895] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WLDS.txt
[2025-12-17T20:34:52.705048] [INFO ] [sig       ] [3488/3576] Completed WLDS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 30.0s
[2025-12-17T20:34:52.705087] [INFO ] [sig       ] [3489/3576] Forecasting WLFC...
[2025-12-17T20:34:52.705117] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-17T20:34:52.705147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-17T20:34:52.716277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-17T20:34:52.716690] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-17T20:34:52.717481] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-17T20:34:52.717534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:52.717566] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:52.717613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:52.717671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:52.775301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:52.776173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:52.776258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:52.776291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:52.895746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:52.895899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:52.895940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:52.895968] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:52.899318] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-17T20:34:52.899633] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-17T20:34:52.899767] [INFO ] [sig       ] WLFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:53.041258] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WLFC.txt
[2025-12-17T20:34:53.041409] [INFO ] [sig       ] [3489/3576] Completed WLFC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 29.6s
[2025-12-17T20:34:53.041447] [INFO ] [sig       ] [3490/3576] Forecasting WLK...
[2025-12-17T20:34:53.041477] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-17T20:34:53.041507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-17T20:34:53.052404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-17T20:34:53.052809] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-17T20:34:53.053681] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-17T20:34:53.053746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:53.053784] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:53.053813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:53.053871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:53.111072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:53.112006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:53.112114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:53.112146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:53.231994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:53.232149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:53.232190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:53.232222] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:53.235599] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-17T20:34:53.235870] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-17T20:34:53.235995] [INFO ] [sig       ] WLK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:53.380565] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WLK.txt
[2025-12-17T20:34:53.380762] [INFO ] [sig       ] [3490/3576] Completed WLK in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 29.3s
[2025-12-17T20:34:53.380805] [INFO ] [sig       ] [3491/3576] Forecasting WLKP...
[2025-12-17T20:34:53.380834] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-17T20:34:53.380863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-17T20:34:53.392170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-17T20:34:53.392608] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-17T20:34:53.393442] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-17T20:34:53.393507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:53.393590] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:53.393623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:53.393680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:53.451498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:53.452388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:53.452474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:53.452507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:53.572078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:53.572228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:53.572270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:53.572298] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:53.575628] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-17T20:34:53.575891] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-17T20:34:53.576014] [INFO ] [sig       ] WLKP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:53.717027] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WLKP.txt
[2025-12-17T20:34:53.717181] [INFO ] [sig       ] [3491/3576] Completed WLKP in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 29.0s
[2025-12-17T20:34:53.717219] [INFO ] [sig       ] [3492/3576] Forecasting WMG...
[2025-12-17T20:34:53.717250] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-17T20:34:53.717280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-17T20:34:53.728195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-17T20:34:53.728650] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-17T20:34:53.729553] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-17T20:34:53.729660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:53.729703] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:53.729732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:53.729789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:53.789000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:53.789887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:53.789973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:53.790006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:53.916683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:53.916847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:53.916887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:53.916917] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:53.920453] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-17T20:34:53.920802] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-17T20:34:53.920944] [INFO ] [sig       ] WMG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:54.062098] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WMG.txt
[2025-12-17T20:34:54.062257] [INFO ] [sig       ] [3492/3576] Completed WMG in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 28.6s
[2025-12-17T20:34:54.062297] [INFO ] [sig       ] [3493/3576] Forecasting WMK...
[2025-12-17T20:34:54.062327] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-17T20:34:54.062358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-17T20:34:54.072938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-17T20:34:54.073307] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-17T20:34:54.074118] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-17T20:34:54.074173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:54.074204] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:54.074229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:54.074284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:54.129898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:54.130954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:54.131115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:54.131148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:54.256537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:54.256928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:54.256969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:54.256997] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:54.260335] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-17T20:34:54.260661] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-17T20:34:54.260803] [INFO ] [sig       ] WMK: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:54.404280] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WMK.txt
[2025-12-17T20:34:54.404429] [INFO ] [sig       ] [3493/3576] Completed WMK in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 28.3s
[2025-12-17T20:34:54.404467] [INFO ] [sig       ] [3494/3576] Forecasting WMS...
[2025-12-17T20:34:54.404497] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-17T20:34:54.404533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-17T20:34:54.415282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-17T20:34:54.415658] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-17T20:34:54.416470] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-17T20:34:54.416537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:54.416570] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:54.416626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:54.416684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:54.474481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:54.475350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:54.475437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:54.475471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:54.597469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:54.597633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:54.597674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:54.597731] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:54.602006] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-17T20:34:54.602412] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-17T20:34:54.602611] [INFO ] [sig       ] WMS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:54.744567] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WMS.txt
[2025-12-17T20:34:54.744725] [INFO ] [sig       ] [3494/3576] Completed WMS in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 27.9s
[2025-12-17T20:34:54.744764] [INFO ] [sig       ] [3495/3576] Forecasting WNC...
[2025-12-17T20:34:54.744793] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-17T20:34:54.744823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-17T20:34:54.755359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-17T20:34:54.755714] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-17T20:34:54.756503] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-17T20:34:54.756564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:54.756614] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:54.756641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:54.756700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:54.813797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:54.814545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:54.814667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:54.814709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:54.935103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:54.935260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:54.935301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:54.935329] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:54.938821] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-17T20:34:54.939121] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-17T20:34:54.939249] [INFO ] [sig       ] WNC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:55.081762] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WNC.txt
[2025-12-17T20:34:55.081888] [INFO ] [sig       ] [3495/3576] Completed WNC in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 27.6s
[2025-12-17T20:34:55.081926] [INFO ] [sig       ] [3496/3576] Forecasting WNEB...
[2025-12-17T20:34:55.081956] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-17T20:34:55.081986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-17T20:34:55.092626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-17T20:34:55.092968] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-17T20:34:55.093731] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-17T20:34:55.093782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:55.093813] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:55.093838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:55.093894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:55.150953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:55.151627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:55.151706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:55.151739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:55.277466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:55.277631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:55.277685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:55.277735] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:55.281251] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-17T20:34:55.281524] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-17T20:34:55.281678] [INFO ] [sig       ] WNEB: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:55.423378] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WNEB.txt
[2025-12-17T20:34:55.423502] [INFO ] [sig       ] [3496/3576] Completed WNEB in 0.3s | 2.94 sym/s | Total: 19.8m | ETA: 27.2s
[2025-12-17T20:34:55.423539] [INFO ] [sig       ] [3497/3576] Forecasting WOOD...
[2025-12-17T20:34:55.423584] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-17T20:34:55.423619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-17T20:34:55.433591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-17T20:34:55.433900] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-17T20:34:55.434669] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-17T20:34:55.434720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:55.434750] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:55.434776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:55.434831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:55.490959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:55.491646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:55.491737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:55.491770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:55.592059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:55.592192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:55.592233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:55.592262] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:55.595517] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-17T20:34:55.595796] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-17T20:34:55.595919] [INFO ] [sig       ] WOOD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:55.736190] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WOOD.txt
[2025-12-17T20:34:55.736367] [INFO ] [sig       ] [3497/3576] Completed WOOD in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.9s
[2025-12-17T20:34:55.736436] [INFO ] [sig       ] [3498/3576] Forecasting WOOF...
[2025-12-17T20:34:55.736484] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-17T20:34:55.736536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-17T20:34:55.749379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-17T20:34:55.749848] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-17T20:34:55.750784] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-17T20:34:55.750838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:55.750879] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:55.750908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:55.750965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:55.806552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:55.807256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:55.807338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:55.807370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:55.927814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:55.927959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:55.927998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:55.928028] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:55.931443] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-17T20:34:55.931741] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-17T20:34:55.931866] [INFO ] [sig       ] WOOF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:56.073671] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WOOF.txt
[2025-12-17T20:34:56.073822] [INFO ] [sig       ] [3498/3576] Completed WOOF in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.6s
[2025-12-17T20:34:56.073860] [INFO ] [sig       ] [3499/3576] Forecasting WPC...
[2025-12-17T20:34:56.073889] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-17T20:34:56.073922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-17T20:34:56.084390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-17T20:34:56.084819] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-17T20:34:56.085621] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-17T20:34:56.085682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:56.085731] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:56.085762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:56.085819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:56.144937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:56.145853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:56.145944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:56.145978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:56.271669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:56.271832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:56.271873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:56.271902] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:56.275384] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=27.81%)
[2025-12-17T20:34:56.275730] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-17T20:34:56.275868] [INFO ] [sig       ] WPC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:56.422968] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WPC.txt
[2025-12-17T20:34:56.423128] [INFO ] [sig       ] [3499/3576] Completed WPC in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 26.2s
[2025-12-17T20:34:56.423169] [INFO ] [sig       ] [3500/3576] Forecasting WPP...
[2025-12-17T20:34:56.423199] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-17T20:34:56.423230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-17T20:34:56.434262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-17T20:34:56.434717] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-17T20:34:56.435628] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-17T20:34:56.435695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:56.435736] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:56.435769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:56.435826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:56.513438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:56.514539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:56.514679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:56.514723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:56.641749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:56.641902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:56.641942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:56.641970] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:56.645288] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-17T20:34:56.645560] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-17T20:34:56.645706] [INFO ] [sig       ] WPP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:56.787947] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WPP.txt
[2025-12-17T20:34:56.788147] [INFO ] [sig       ] [3500/3576] Completed WPP in 0.4s | 2.94 sym/s | Total: 19.9m | ETA: 25.9s
[2025-12-17T20:34:56.788212] [INFO ] [sig       ] [3501/3576] Forecasting WRAP...
[2025-12-17T20:34:56.788259] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-17T20:34:56.788310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-17T20:34:56.801552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-17T20:34:56.802013] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-17T20:34:56.803191] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-17T20:34:56.803261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:56.803308] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:56.803348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:56.803428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:56.863722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:56.864607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:56.864736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:56.864776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:56.982021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:56.982171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:56.982229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:56.982260] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:56.985772] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-17T20:34:56.986049] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-17T20:34:56.986176] [INFO ] [sig       ] WRAP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:57.123651] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WRAP.txt
[2025-12-17T20:34:57.123783] [INFO ] [sig       ] [3501/3576] Completed WRAP in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 25.5s
[2025-12-17T20:34:57.123822] [INFO ] [sig       ] [3502/3576] Forecasting WRB...
[2025-12-17T20:34:57.123853] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-17T20:34:57.123883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-17T20:34:57.133896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-17T20:34:57.134217] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-17T20:34:57.135029] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-17T20:34:57.135081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:57.135112] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:57.135138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:57.135194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:57.191526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:57.192274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:57.192356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:57.192390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:57.313784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:57.314121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:57.314160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:57.314187] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:57.318143] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-17T20:34:57.318409] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-17T20:34:57.318529] [INFO ] [sig       ] WRB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:57.458258] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WRB.txt
[2025-12-17T20:34:57.458398] [INFO ] [sig       ] [3502/3576] Completed WRB in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 25.2s
[2025-12-17T20:34:57.458440] [INFO ] [sig       ] [3503/3576] Forecasting WRBY...
[2025-12-17T20:34:57.458470] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-17T20:34:57.458502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-17T20:34:57.468652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-17T20:34:57.468961] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-17T20:34:57.469750] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-17T20:34:57.469802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:57.469833] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:57.469860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:57.469915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:57.525635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:57.526362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:57.526444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:57.526477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:57.646481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:57.646634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:57.646682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:57.646718] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:57.649944] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-17T20:34:57.650211] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-17T20:34:57.650334] [INFO ] [sig       ] WRBY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:57.789789] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WRBY.txt
[2025-12-17T20:34:57.789917] [INFO ] [sig       ] [3503/3576] Completed WRBY in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 24.9s
[2025-12-17T20:34:57.789955] [INFO ] [sig       ] [3504/3576] Forecasting WRLD...
[2025-12-17T20:34:57.789984] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-17T20:34:57.790013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-17T20:34:57.800129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-17T20:34:57.800395] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-17T20:34:57.801300] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-17T20:34:57.801351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:57.801382] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:57.801408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:57.801463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:57.859050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:57.859687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:57.859778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:57.859817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:57.973452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:57.973618] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:34:57.973661] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:57.973692] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:57.976964] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=76.41%)
[2025-12-17T20:34:57.977241] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-17T20:34:57.977364] [INFO ] [sig       ] WRLD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:58.138930] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WRLD.txt
[2025-12-17T20:34:58.139175] [INFO ] [sig       ] [3504/3576] Completed WRLD in 0.3s | 2.94 sym/s | Total: 19.9m | ETA: 24.5s
[2025-12-17T20:34:58.139222] [INFO ] [sig       ] [3505/3576] Forecasting WSBC...
[2025-12-17T20:34:58.139260] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-17T20:34:58.139297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-17T20:34:58.150908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-17T20:34:58.151334] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-17T20:34:58.152346] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-17T20:34:58.152411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:58.152460] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:58.152490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:58.152547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:58.231409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:58.232661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:58.232778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:58.232829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:58.395280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:58.395469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:58.395523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:58.395565] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:58.401104] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-17T20:34:58.401645] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-17T20:34:58.401857] [INFO ] [sig       ] WSBC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:34:58.611496] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WSBC.txt
[2025-12-17T20:34:58.611759] [INFO ] [sig       ] [3505/3576] Completed WSBC in 0.5s | 2.94 sym/s | Total: 19.9m | ETA: 24.2s
[2025-12-17T20:34:58.611827] [INFO ] [sig       ] [3506/3576] Forecasting WSBF...
[2025-12-17T20:34:58.611877] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-17T20:34:58.611931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-17T20:34:58.646272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-17T20:34:58.646778] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-17T20:34:58.647846] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-17T20:34:58.647910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:58.647950] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:58.647985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:58.648064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:58.748967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:58.750232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:58.750360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:58.750413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:58.916277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:58.916474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:58.916538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:58.916609] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:58.921942] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-17T20:34:58.922414] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-17T20:34:58.922640] [INFO ] [sig       ] WSBF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:59.107871] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WSBF.txt
[2025-12-17T20:34:59.108098] [INFO ] [sig       ] [3506/3576] Completed WSBF in 0.5s | 2.94 sym/s | Total: 19.9m | ETA: 23.8s
[2025-12-17T20:34:59.108166] [INFO ] [sig       ] [3507/3576] Forecasting WSC...
[2025-12-17T20:34:59.108216] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-17T20:34:59.108267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-17T20:34:59.123862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-17T20:34:59.124413] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-17T20:34:59.125690] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-17T20:34:59.125762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:59.125814] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:59.125857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:59.125948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:59.204874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:59.205817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:59.205909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:59.205941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:59.355146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:59.355304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:59.355354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:59.355384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:59.359434] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-17T20:34:59.359742] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-17T20:34:59.359879] [INFO ] [sig       ] WSC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:59.519092] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WSC.txt
[2025-12-17T20:34:59.519260] [INFO ] [sig       ] [3507/3576] Completed WSC in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 23.5s
[2025-12-17T20:34:59.519308] [INFO ] [sig       ] [3508/3576] Forecasting WSFS...
[2025-12-17T20:34:59.519353] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-17T20:34:59.519403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-17T20:34:59.531614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-17T20:34:59.531981] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-17T20:34:59.532829] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-17T20:34:59.532882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:59.532941] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:59.532969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:59.533026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:59.591591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:59.592422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:59.592509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:59.592542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:34:59.714761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:34:59.714926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:34:59.714977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:34:59.715015] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:34:59.718691] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-17T20:34:59.719045] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-17T20:34:59.719210] [INFO ] [sig       ] WSFS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:34:59.869626] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WSFS.txt
[2025-12-17T20:34:59.869811] [INFO ] [sig       ] [3508/3576] Completed WSFS in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 23.2s
[2025-12-17T20:34:59.869859] [INFO ] [sig       ] [3509/3576] Forecasting WSM...
[2025-12-17T20:34:59.869917] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-17T20:34:59.869950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-17T20:34:59.881427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-17T20:34:59.881817] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-17T20:34:59.882820] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-17T20:34:59.882882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:34:59.882914] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:34:59.882941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:34:59.882997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:34:59.945689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:34:59.946567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:34:59.946683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:34:59.946717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:00.075477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:00.075649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:00.075691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:00.075720] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:00.079407] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=78.43%)
[2025-12-17T20:35:00.079718] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-17T20:35:00.079865] [INFO ] [sig       ] WSM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:00.227526] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WSM.txt
[2025-12-17T20:35:00.227715] [INFO ] [sig       ] [3509/3576] Completed WSM in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 22.8s
[2025-12-17T20:35:00.227775] [INFO ] [sig       ] [3510/3576] Forecasting WSO...
[2025-12-17T20:35:00.227820] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-17T20:35:00.227858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-17T20:35:00.239022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-17T20:35:00.239354] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-17T20:35:00.240317] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-17T20:35:00.240368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:00.240401] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:00.240427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:00.240483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:00.303169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:00.303990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:00.304075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:00.304106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:00.432249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:00.432404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:00.432444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:00.432472] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:00.435909] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=51.59%)
[2025-12-17T20:35:00.436214] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-17T20:35:00.436356] [INFO ] [sig       ] WSO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:00.597772] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WSO.txt
[2025-12-17T20:35:00.597911] [INFO ] [sig       ] [3510/3576] Completed WSO in 0.4s | 2.93 sym/s | Total: 19.9m | ETA: 22.5s
[2025-12-17T20:35:00.597949] [INFO ] [sig       ] [3511/3576] Forecasting WTBA...
[2025-12-17T20:35:00.597979] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-17T20:35:00.598008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-17T20:35:00.608892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-17T20:35:00.609253] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-17T20:35:00.610171] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-17T20:35:00.610223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:00.610254] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:00.610279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:00.610334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:00.666541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:00.667471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:00.667558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:00.667614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:00.784338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:00.784506] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:35:00.784546] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:00.784628] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:00.788050] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-17T20:35:00.788339] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-17T20:35:00.788470] [INFO ] [sig       ] WTBA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:00.936209] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/WTBA.txt
[2025-12-17T20:35:00.936401] [INFO ] [sig       ] [3511/3576] Completed WTBA in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 22.1s
[2025-12-17T20:35:00.936452] [INFO ] [sig       ] [3512/3576] Forecasting WTFC...
[2025-12-17T20:35:00.936483] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-17T20:35:00.936528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-17T20:35:00.948026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-17T20:35:00.948319] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-17T20:35:00.949243] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-17T20:35:00.949294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:00.949326] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:00.949352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:00.949408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:01.005078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:01.005950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:01.006058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:01.006093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:01.126260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:01.126420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:01.126460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:01.126519] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:01.129912] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-17T20:35:01.130187] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-17T20:35:01.130314] [INFO ] [sig       ] WTFC: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:01.268670] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WTFC.txt
[2025-12-17T20:35:01.268794] [INFO ] [sig       ] [3512/3576] Completed WTFC in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 21.8s
[2025-12-17T20:35:01.268831] [INFO ] [sig       ] [3513/3576] Forecasting WTI...
[2025-12-17T20:35:01.268877] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-17T20:35:01.268909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-17T20:35:01.280338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-17T20:35:01.280784] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-17T20:35:01.281631] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-17T20:35:01.281684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:01.281717] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:01.281745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:01.281807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:01.337944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:01.338842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:01.339172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:01.339210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:01.456794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:01.456952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:01.456994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:01.457025] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:01.460461] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-17T20:35:01.460759] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-17T20:35:01.460893] [INFO ] [sig       ] WTI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:01.602207] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WTI.txt
[2025-12-17T20:35:01.602370] [INFO ] [sig       ] [3513/3576] Completed WTI in 0.3s | 2.93 sym/s | Total: 19.9m | ETA: 21.5s
[2025-12-17T20:35:01.602416] [INFO ] [sig       ] [3514/3576] Forecasting WTRG...
[2025-12-17T20:35:01.602460] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-17T20:35:01.602505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-17T20:35:01.614470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-17T20:35:01.614969] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-17T20:35:01.615783] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-17T20:35:01.615836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:01.615867] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:01.615894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:01.615951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:01.676976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:01.678120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:01.678214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:01.678267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:01.800858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:01.801021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:01.801062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:01.801091] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:01.805386] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=6.93%)
[2025-12-17T20:35:01.806023] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-17T20:35:01.806238] [INFO ] [sig       ] WTRG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:01.966361] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WTRG.txt
[2025-12-17T20:35:01.966524] [INFO ] [sig       ] [3514/3576] Completed WTRG in 0.4s | 2.93 sym/s | Total: 20.0m | ETA: 21.1s
[2025-12-17T20:35:01.966566] [INFO ] [sig       ] [3515/3576] Forecasting WTS...
[2025-12-17T20:35:01.966633] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-17T20:35:01.966668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-17T20:35:01.978763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-17T20:35:01.979227] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-17T20:35:01.980128] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-17T20:35:01.980184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:01.980218] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:01.980246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:01.980302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:02.073349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:02.074523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:02.074682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:02.074719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:02.249735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:02.249901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:02.249942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:02.249970] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:02.254895] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=26.65%)
[2025-12-17T20:35:02.255411] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-17T20:35:02.255705] [INFO ] [sig       ] WTS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:02.421040] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WTS.txt
[2025-12-17T20:35:02.421216] [INFO ] [sig       ] [3515/3576] Completed WTS in 0.5s | 2.93 sym/s | Total: 20.0m | ETA: 20.8s
[2025-12-17T20:35:02.421260] [INFO ] [sig       ] [3516/3576] Forecasting WULF...
[2025-12-17T20:35:02.421290] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-17T20:35:02.421323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-17T20:35:02.432675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-17T20:35:02.433041] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-17T20:35:02.433914] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-17T20:35:02.433971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:02.434016] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:02.434069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:02.434131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:02.495171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:02.496120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:02.496206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:02.496239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:02.613204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:02.613353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:02.613393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:02.613421] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:02.616753] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2025-12-17T20:35:02.617046] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-17T20:35:02.617170] [INFO ] [sig       ] WULF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:02.756123] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WULF.txt
[2025-12-17T20:35:02.756267] [INFO ] [sig       ] [3516/3576] Completed WULF in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 20.4s
[2025-12-17T20:35:02.756306] [INFO ] [sig       ] [3517/3576] Forecasting WVE...
[2025-12-17T20:35:02.756337] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-17T20:35:02.756367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-17T20:35:02.767606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-17T20:35:02.767959] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-17T20:35:02.768750] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-17T20:35:02.768801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:02.768832] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:02.768891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:02.768950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:02.825212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:02.826118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:02.826221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:02.826253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:02.951180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:02.951326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:02.951366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:02.951393] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:02.954711] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-17T20:35:02.954983] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-17T20:35:02.955103] [INFO ] [sig       ] WVE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:03.095851] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WVE.txt
[2025-12-17T20:35:03.095976] [INFO ] [sig       ] [3517/3576] Completed WVE in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 20.1s
[2025-12-17T20:35:03.096014] [INFO ] [sig       ] [3518/3576] Forecasting WWD...
[2025-12-17T20:35:03.096044] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-17T20:35:03.096073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-17T20:35:03.106239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-17T20:35:03.106591] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-17T20:35:03.107374] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-17T20:35:03.107427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:03.107464] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:03.107502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:03.107599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:03.164486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:03.165221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:03.165329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:03.165364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:03.286069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:03.286224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:03.286265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:03.286295] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:03.289885] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-17T20:35:03.290159] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-17T20:35:03.290285] [INFO ] [sig       ] WWD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:03.435560] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WWD.txt
[2025-12-17T20:35:03.435730] [INFO ] [sig       ] [3518/3576] Completed WWD in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 19.8s
[2025-12-17T20:35:03.435771] [INFO ] [sig       ] [3519/3576] Forecasting WY...
[2025-12-17T20:35:03.435804] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-17T20:35:03.435847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-17T20:35:03.445841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-17T20:35:03.446148] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-17T20:35:03.446913] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-17T20:35:03.446976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:03.447008] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:03.447034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:03.447089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:03.503202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:03.504037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:03.504119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:03.504153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:03.619870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:03.620021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:03.620063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:03.620092] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:03.623886] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-17T20:35:03.624187] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-17T20:35:03.624339] [INFO ] [sig       ] WY: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:03.770591] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WY.txt
[2025-12-17T20:35:03.770736] [INFO ] [sig       ] [3519/3576] Completed WY in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 19.4s
[2025-12-17T20:35:03.770780] [INFO ] [sig       ] [3520/3576] Forecasting WYNN...
[2025-12-17T20:35:03.770815] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-17T20:35:03.770852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-17T20:35:03.782380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-17T20:35:03.782753] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-17T20:35:03.783691] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-17T20:35:03.783745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:03.783776] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:03.783804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:03.783862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:03.845710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:03.846422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:03.846506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:03.846539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:03.974064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:03.974410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:03.974448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:03.974475] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:03.978321] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-17T20:35:03.978604] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-17T20:35:03.978745] [INFO ] [sig       ] WYNN: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:04.118063] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/WYNN.txt
[2025-12-17T20:35:04.118216] [INFO ] [sig       ] [3520/3576] Completed WYNN in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 19.1s
[2025-12-17T20:35:04.118256] [INFO ] [sig       ] [3521/3576] Forecasting XBIL...
[2025-12-17T20:35:04.118286] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-17T20:35:04.118315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-17T20:35:04.129806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-17T20:35:04.130114] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-17T20:35:04.131272] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-17T20:35:04.131323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:04.131353] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:04.131378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:04.131432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:04.188548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:04.189240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:04.189321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:04.189354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:04.284258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:04.284392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:04.284430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:04.284460] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:04.287771] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-17T20:35:04.288041] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-17T20:35:04.288164] [INFO ] [sig       ] XBIL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:04.432824] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XBIL.txt
[2025-12-17T20:35:04.433003] [INFO ] [sig       ] [3521/3576] Completed XBIL in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 18.7s
[2025-12-17T20:35:04.433043] [INFO ] [sig       ] [3522/3576] Forecasting XEL...
[2025-12-17T20:35:04.433074] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-17T20:35:04.433104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-17T20:35:04.443305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-17T20:35:04.443582] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-17T20:35:04.444326] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-17T20:35:04.444376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:04.444407] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:04.444433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:04.444493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:04.499202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:04.499824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:04.499915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:04.499954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:04.617178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:04.617334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:04.617374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:04.617402] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:04.620759] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-17T20:35:04.621030] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-17T20:35:04.621152] [INFO ] [sig       ] XEL: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:04.758145] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/XEL.txt
[2025-12-17T20:35:04.758271] [INFO ] [sig       ] [3522/3576] Completed XEL in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 18.4s
[2025-12-17T20:35:04.758308] [INFO ] [sig       ] [3523/3576] Forecasting XENE...
[2025-12-17T20:35:04.758337] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-17T20:35:04.758367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-17T20:35:04.768996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-17T20:35:04.769277] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-17T20:35:04.770076] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-17T20:35:04.770126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:04.770157] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:04.770183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:04.770238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:04.825527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:04.826426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:04.826505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:04.826537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:04.943479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:04.943655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:04.943696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:04.943722] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:04.947050] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-17T20:35:04.947334] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-17T20:35:04.947465] [INFO ] [sig       ] XENE: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:05.089315] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/XENE.txt
[2025-12-17T20:35:05.089481] [INFO ] [sig       ] [3523/3576] Completed XENE in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 18.1s
[2025-12-17T20:35:05.089521] [INFO ] [sig       ] [3524/3576] Forecasting XERS...
[2025-12-17T20:35:05.089560] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-17T20:35:05.089630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-17T20:35:05.100749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-17T20:35:05.101121] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-17T20:35:05.101932] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-17T20:35:05.101984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:05.102017] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:05.102043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:05.102099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:05.157491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:05.158356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:05.158438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:05.158472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:05.276989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:05.277144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:05.277182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:05.277210] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:05.280657] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-17T20:35:05.280974] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-17T20:35:05.281102] [INFO ] [sig       ] XERS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:05.420157] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XERS.txt
[2025-12-17T20:35:05.420304] [INFO ] [sig       ] [3524/3576] Completed XERS in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 17.7s
[2025-12-17T20:35:05.420342] [INFO ] [sig       ] [3525/3576] Forecasting XGN...
[2025-12-17T20:35:05.420373] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-17T20:35:05.420402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-17T20:35:05.431522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-17T20:35:05.431864] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-17T20:35:05.432643] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-17T20:35:05.432695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:05.432754] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:05.432782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:05.432837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:05.489023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:05.489893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:05.489988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:05.490020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:05.606252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:05.606403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:05.606441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:05.606469] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:05.609854] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-17T20:35:05.610149] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-17T20:35:05.610273] [INFO ] [sig       ] XGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:05.749265] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XGN.txt
[2025-12-17T20:35:05.749393] [INFO ] [sig       ] [3525/3576] Completed XGN in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 17.4s
[2025-12-17T20:35:05.749432] [INFO ] [sig       ] [3526/3576] Forecasting XOM...
[2025-12-17T20:35:05.749462] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-17T20:35:05.749493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-17T20:35:05.760949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-17T20:35:05.761409] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-17T20:35:05.762255] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-17T20:35:05.762307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:05.762340] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:05.762367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:05.762423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:05.822127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:05.823035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:05.823119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:05.823152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:05.948378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:05.948526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:05.948583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:05.948614] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:05.952079] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=58.76%)
[2025-12-17T20:35:05.952350] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-17T20:35:05.952478] [INFO ] [sig       ] XOM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:06.092506] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XOM.txt
[2025-12-17T20:35:06.092658] [INFO ] [sig       ] [3526/3576] Completed XOM in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 17.0s
[2025-12-17T20:35:06.092700] [INFO ] [sig       ] [3527/3576] Forecasting XOMA...
[2025-12-17T20:35:06.092730] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-17T20:35:06.092761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-17T20:35:06.103241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-17T20:35:06.103537] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-17T20:35:06.104346] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-17T20:35:06.104404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:06.104438] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:06.104465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:06.104521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:06.161835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:06.162637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:06.162720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:06.162755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:06.282390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:06.282548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:06.282616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:06.282646] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:06.286058] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=55.17%)
[2025-12-17T20:35:06.286328] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-17T20:35:06.286454] [INFO ] [sig       ] XOMA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:06.434155] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XOMA.txt
[2025-12-17T20:35:06.434346] [INFO ] [sig       ] [3527/3576] Completed XOMA in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 16.7s
[2025-12-17T20:35:06.434402] [INFO ] [sig       ] [3528/3576] Forecasting XOS...
[2025-12-17T20:35:06.434445] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-17T20:35:06.434489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-17T20:35:06.445715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-17T20:35:06.446075] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-17T20:35:06.446902] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-17T20:35:06.446966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:06.447001] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:06.447026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:06.447085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:06.503397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:06.504062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:06.504142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:06.504176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:06.635060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:06.635215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:06.635257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:06.635321] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:06.638655] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-17T20:35:06.638967] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-17T20:35:06.639099] [INFO ] [sig       ] XOS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:06.780773] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XOS.txt
[2025-12-17T20:35:06.780926] [INFO ] [sig       ] [3528/3576] Completed XOS in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 16.4s
[2025-12-17T20:35:06.780966] [INFO ] [sig       ] [3529/3576] Forecasting XP...
[2025-12-17T20:35:06.780997] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-17T20:35:06.781027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-17T20:35:06.791617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-17T20:35:06.791987] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-17T20:35:06.792762] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-17T20:35:06.792813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:06.792857] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:06.792884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:06.792939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:06.847544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:06.848307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:06.848401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:06.848435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:06.967519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:06.967672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:06.967710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:06.967738] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:06.970967] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=49.58%)
[2025-12-17T20:35:06.971234] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-17T20:35:06.971355] [INFO ] [sig       ] XP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:07.109069] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/XP.txt
[2025-12-17T20:35:07.109212] [INFO ] [sig       ] [3529/3576] Completed XP in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 16.0s
[2025-12-17T20:35:07.109251] [INFO ] [sig       ] [3530/3576] Forecasting XPEL...
[2025-12-17T20:35:07.109281] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-17T20:35:07.109311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-17T20:35:07.119274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-17T20:35:07.119563] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-17T20:35:07.120380] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-17T20:35:07.120431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:07.120462] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:07.120488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:07.120545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:07.175744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:07.176366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:07.176443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:07.176474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:07.294005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:07.294144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:07.294182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:07.294210] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:07.297449] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-17T20:35:07.297735] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-17T20:35:07.297857] [INFO ] [sig       ] XPEL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:07.436775] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XPEL.txt
[2025-12-17T20:35:07.436905] [INFO ] [sig       ] [3530/3576] Completed XPEL in 0.3s | 2.93 sym/s | Total: 20.0m | ETA: 15.7s
[2025-12-17T20:35:07.436942] [INFO ] [sig       ] [3531/3576] Forecasting XPO...
[2025-12-17T20:35:07.436972] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-17T20:35:07.437003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-17T20:35:07.447724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-17T20:35:07.448015] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-17T20:35:07.448772] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-17T20:35:07.448822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:07.448878] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:07.448908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:07.448963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:07.505761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:07.506477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:07.506557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:07.506608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:07.623309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:07.623462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:07.623502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:07.623529] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:07.626803] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-17T20:35:07.627071] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-17T20:35:07.627192] [INFO ] [sig       ] XPO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:07.766088] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XPO.txt
[2025-12-17T20:35:07.766220] [INFO ] [sig       ] [3531/3576] Completed XPO in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 15.3s
[2025-12-17T20:35:07.766256] [INFO ] [sig       ] [3532/3576] Forecasting XPOF...
[2025-12-17T20:35:07.766286] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-17T20:35:07.766317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-17T20:35:07.777194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-17T20:35:07.777566] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-17T20:35:07.778363] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-17T20:35:07.778414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:07.778445] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:07.778472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:07.778532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:07.834086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:07.835025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:07.835110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:07.835142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:07.956665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:07.956827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:07.956871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:07.956899] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:07.960375] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-17T20:35:07.960705] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-17T20:35:07.960842] [INFO ] [sig       ] XPOF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:08.100786] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XPOF.txt
[2025-12-17T20:35:08.100914] [INFO ] [sig       ] [3532/3576] Completed XPOF in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 15.0s
[2025-12-17T20:35:08.100959] [INFO ] [sig       ] [3533/3576] Forecasting XPRO...
[2025-12-17T20:35:08.100988] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-17T20:35:08.101019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-17T20:35:08.112234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-17T20:35:08.112669] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-17T20:35:08.113463] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-17T20:35:08.113515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:08.113548] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:08.113594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:08.113653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:08.171174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:08.172083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:08.172168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:08.172201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:08.293197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:08.293354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:08.293395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:08.293426] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:08.296827] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-17T20:35:08.297100] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-17T20:35:08.297227] [INFO ] [sig       ] XPRO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:08.437632] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XPRO.txt
[2025-12-17T20:35:08.437787] [INFO ] [sig       ] [3533/3576] Completed XPRO in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 14.7s
[2025-12-17T20:35:08.437827] [INFO ] [sig       ] [3534/3576] Forecasting XRAY...
[2025-12-17T20:35:08.437859] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-17T20:35:08.437892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-17T20:35:08.448146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-17T20:35:08.448441] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-17T20:35:08.449250] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-17T20:35:08.449302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:08.449332] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:08.449358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:08.449412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:08.505841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:08.506736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:08.506824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:08.506857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:08.624130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:08.624300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:08.624342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:08.624372] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:08.627789] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=52.85%)
[2025-12-17T20:35:08.628063] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-17T20:35:08.628211] [INFO ] [sig       ] XRAY: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:08.768521] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XRAY.txt
[2025-12-17T20:35:08.768663] [INFO ] [sig       ] [3534/3576] Completed XRAY in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 14.3s
[2025-12-17T20:35:08.768702] [INFO ] [sig       ] [3535/3576] Forecasting XRX...
[2025-12-17T20:35:08.768730] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-17T20:35:08.768761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-17T20:35:08.778522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-17T20:35:08.778811] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-17T20:35:08.779613] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-17T20:35:08.779663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:08.779694] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:08.779720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:08.779776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:08.835230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:08.835873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:08.835975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:08.836008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:08.959164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:08.959315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:08.959356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:08.959384] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:08.962713] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-17T20:35:08.963005] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-17T20:35:08.963133] [INFO ] [sig       ] XRX: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:09.102352] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XRX.txt
[2025-12-17T20:35:09.102503] [INFO ] [sig       ] [3535/3576] Completed XRX in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 14.0s
[2025-12-17T20:35:09.102542] [INFO ] [sig       ] [3536/3576] Forecasting XTIA...
[2025-12-17T20:35:09.102588] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-17T20:35:09.102623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-17T20:35:09.112703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-17T20:35:09.112995] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-17T20:35:09.113759] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-17T20:35:09.113809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:09.113840] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:09.113866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:09.113922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:09.169309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:09.170132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:09.170212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:09.170244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:09.291846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:09.291998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:09.292054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:09.292083] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:09.295342] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=54.28%)
[2025-12-17T20:35:09.295658] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-17T20:35:09.295785] [INFO ] [sig       ] XTIA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:09.479658] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XTIA.txt
[2025-12-17T20:35:09.479790] [INFO ] [sig       ] [3536/3576] Completed XTIA in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 13.6s
[2025-12-17T20:35:09.479827] [INFO ] [sig       ] [3537/3576] Forecasting XTKG...
[2025-12-17T20:35:09.479857] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-17T20:35:09.479893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-17T20:35:09.489889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-17T20:35:09.490228] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-17T20:35:09.491039] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-17T20:35:09.491092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:09.491123] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:09.491149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:09.491205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:09.545936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:09.546729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:09.546809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:09.546842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:09.665907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:09.666063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:09.666104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:09.666134] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:09.669881] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-17T20:35:09.670216] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-17T20:35:09.670353] [INFO ] [sig       ] XTKG: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:09.812850] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XTKG.txt
[2025-12-17T20:35:09.813003] [INFO ] [sig       ] [3537/3576] Completed XTKG in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 13.3s
[2025-12-17T20:35:09.813041] [INFO ] [sig       ] [3538/3576] Forecasting XYF...
[2025-12-17T20:35:09.813072] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-17T20:35:09.813101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-17T20:35:09.824857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-17T20:35:09.825264] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-17T20:35:09.826077] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-17T20:35:09.826131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:09.826166] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:09.826194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:09.826250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:09.883815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:09.884637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:09.884738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:09.884772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:10.001356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:10.001514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:10.001554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:10.001603] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:10.005606] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-17T20:35:10.005902] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-17T20:35:10.006037] [INFO ] [sig       ] XYF: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:10.146160] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/XYF.txt
[2025-12-17T20:35:10.146338] [INFO ] [sig       ] [3538/3576] Completed XYF in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 12.9s
[2025-12-17T20:35:10.146401] [INFO ] [sig       ] [3539/3576] Forecasting XYL...
[2025-12-17T20:35:10.146445] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-17T20:35:10.146486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-17T20:35:10.157154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-17T20:35:10.157456] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-17T20:35:10.158238] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-17T20:35:10.158289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:10.158321] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:10.158349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:10.158405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:10.216159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:10.216830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:10.216908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:10.216942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:10.342257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:10.342405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:10.342445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:10.342472] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:10.345788] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-17T20:35:10.346060] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-17T20:35:10.346184] [INFO ] [sig       ] XYL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:10.490680] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/XYL.txt
[2025-12-17T20:35:10.490837] [INFO ] [sig       ] [3539/3576] Completed XYL in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 12.6s
[2025-12-17T20:35:10.490876] [INFO ] [sig       ] [3540/3576] Forecasting YALA...
[2025-12-17T20:35:10.490905] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-17T20:35:10.490938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-17T20:35:10.501941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-17T20:35:10.502324] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-17T20:35:10.503188] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-17T20:35:10.503240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:10.503286] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:10.503315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:10.503371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:10.572162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:10.573153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:10.573248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:10.573286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:10.693455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:10.693619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:10.693660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:10.693687] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:10.696984] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2025-12-17T20:35:10.697257] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-17T20:35:10.697378] [INFO ] [sig       ] YALA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:10.834735] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YALA.txt
[2025-12-17T20:35:10.834855] [INFO ] [sig       ] [3540/3576] Completed YALA in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 12.3s
[2025-12-17T20:35:10.834893] [INFO ] [sig       ] [3541/3576] Forecasting YELP...
[2025-12-17T20:35:10.834922] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-17T20:35:10.834951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-17T20:35:10.847115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-17T20:35:10.847548] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-17T20:35:10.848663] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-17T20:35:10.848716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:10.848751] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:10.848788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:10.848877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:10.910003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:10.911429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:10.911535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:10.911568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:11.036355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:11.036517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:11.036557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:11.036606] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:11.040096] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-17T20:35:11.040400] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-17T20:35:11.040535] [INFO ] [sig       ] YELP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:11.189321] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/YELP.txt
[2025-12-17T20:35:11.189474] [INFO ] [sig       ] [3541/3576] Completed YELP in 0.4s | 2.93 sym/s | Total: 20.1m | ETA: 11.9s
[2025-12-17T20:35:11.189513] [INFO ] [sig       ] [3542/3576] Forecasting YETI...
[2025-12-17T20:35:11.189544] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-17T20:35:11.189592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-17T20:35:11.200419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-17T20:35:11.200874] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-17T20:35:11.201711] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-17T20:35:11.201766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:11.201827] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:11.201857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:11.201915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:11.260955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:11.261928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:11.262016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:11.262050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:11.384349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:11.384508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:11.384551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:11.384599] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:11.388118] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=30.47%)
[2025-12-17T20:35:11.388476] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-17T20:35:11.388646] [INFO ] [sig       ] YETI: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:11.527249] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YETI.txt
[2025-12-17T20:35:11.527400] [INFO ] [sig       ] [3542/3576] Completed YETI in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 11.6s
[2025-12-17T20:35:11.527438] [INFO ] [sig       ] [3543/3576] Forecasting YMM...
[2025-12-17T20:35:11.527468] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-17T20:35:11.527498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-17T20:35:11.538325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-17T20:35:11.538620] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-17T20:35:11.539404] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-17T20:35:11.539463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:11.539494] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:11.539520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:11.539591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:11.594985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:11.595648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:11.595732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:11.595765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:11.713880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:11.714036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:11.714075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:11.714104] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:11.717535] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-12-17T20:35:11.717816] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-17T20:35:11.717938] [INFO ] [sig       ] YMM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:11.866169] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YMM.txt
[2025-12-17T20:35:11.866317] [INFO ] [sig       ] [3543/3576] Completed YMM in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 11.2s
[2025-12-17T20:35:11.866356] [INFO ] [sig       ] [3544/3576] Forecasting YPF...
[2025-12-17T20:35:11.866393] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-17T20:35:11.866424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-17T20:35:11.876929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-17T20:35:11.877223] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-17T20:35:11.877987] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-17T20:35:11.878037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:11.878069] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:11.878096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:11.878150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:11.933293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:11.933895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:11.933974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:11.934008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:12.054852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:12.055010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:12.055048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:12.055076] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:12.058709] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-17T20:35:12.059001] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-17T20:35:12.059126] [INFO ] [sig       ] YPF: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:12.196997] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/YPF.txt
[2025-12-17T20:35:12.197152] [INFO ] [sig       ] [3544/3576] Completed YPF in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 10.9s
[2025-12-17T20:35:12.197191] [INFO ] [sig       ] [3545/3576] Forecasting YQQQ...
[2025-12-17T20:35:12.197220] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-17T20:35:12.197250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-17T20:35:12.208054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-17T20:35:12.208323] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-17T20:35:12.209229] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-17T20:35:12.209280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:12.209311] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:12.209337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:12.209392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:12.263689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:12.264427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:12.264507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:12.264539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:12.381519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:12.381684] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-17T20:35:12.381722] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:12.381780] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:12.385819] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=32.91%)
[2025-12-17T20:35:12.386089] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-17T20:35:12.386211] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:12.531303] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YQQQ.txt
[2025-12-17T20:35:12.531461] [INFO ] [sig       ] [3545/3576] Completed YQQQ in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 10.6s
[2025-12-17T20:35:12.531500] [INFO ] [sig       ] [3546/3576] Forecasting YRD...
[2025-12-17T20:35:12.531532] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-17T20:35:12.531562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-17T20:35:12.542529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-17T20:35:12.542902] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-17T20:35:12.543687] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-17T20:35:12.543739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:12.543770] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:12.543796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:12.543850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:12.599365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:12.600262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:12.600345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:12.600377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:12.718284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:12.718437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:12.718477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:12.718504] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:12.721871] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=39.16%)
[2025-12-17T20:35:12.722148] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-17T20:35:12.722271] [INFO ] [sig       ] YRD: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:12.865526] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YRD.txt
[2025-12-17T20:35:12.865712] [INFO ] [sig       ] [3546/3576] Completed YRD in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 10.2s
[2025-12-17T20:35:12.865753] [INFO ] [sig       ] [3547/3576] Forecasting YSG...
[2025-12-17T20:35:12.865783] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-17T20:35:12.865813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-17T20:35:12.875905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-17T20:35:12.876212] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-17T20:35:12.876993] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-17T20:35:12.877055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:12.877093] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:12.877125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:12.877184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:12.934140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:12.934978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:12.935060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:12.935092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:13.051299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:13.051450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:13.051489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:13.051535] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:13.054846] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-17T20:35:13.055117] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-17T20:35:13.055238] [INFO ] [sig       ] YSG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:13.194223] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YSG.txt
[2025-12-17T20:35:13.194365] [INFO ] [sig       ] [3547/3576] Completed YSG in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 9.9s
[2025-12-17T20:35:13.194403] [INFO ] [sig       ] [3548/3576] Forecasting YTRA...
[2025-12-17T20:35:13.194433] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-17T20:35:13.194464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-17T20:35:13.204706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-17T20:35:13.205012] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-17T20:35:13.205779] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-17T20:35:13.205830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:13.205860] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:13.205885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:13.205939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:13.260938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:13.261749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:13.261831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:13.261863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:13.379795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:13.379950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:13.379989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:13.380017] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:13.383291] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-17T20:35:13.383556] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-17T20:35:13.383694] [INFO ] [sig       ] YTRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:13.525308] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YTRA.txt
[2025-12-17T20:35:13.525448] [INFO ] [sig       ] [3548/3576] Completed YTRA in 0.3s | 2.93 sym/s | Total: 20.1m | ETA: 9.5s
[2025-12-17T20:35:13.525486] [INFO ] [sig       ] [3549/3576] Forecasting YUM...
[2025-12-17T20:35:13.525515] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-17T20:35:13.525545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-17T20:35:13.536010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-17T20:35:13.536323] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-17T20:35:13.537093] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-17T20:35:13.537143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:13.537174] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:13.537201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:13.537256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:13.593932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:13.594814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:13.594898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:13.594929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:13.711397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:13.711546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:13.711601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:13.711631] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:13.714941] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-17T20:35:13.715213] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-17T20:35:13.715336] [INFO ] [sig       ] YUM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:13.857843] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/YUM.txt
[2025-12-17T20:35:13.857988] [INFO ] [sig       ] [3549/3576] Completed YUM in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 9.2s
[2025-12-17T20:35:13.858028] [INFO ] [sig       ] [3550/3576] Forecasting YUMC...
[2025-12-17T20:35:13.858058] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-17T20:35:13.858088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-17T20:35:13.869489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-17T20:35:13.869839] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-17T20:35:13.870814] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-17T20:35:13.870864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:13.870894] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:13.870920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:13.870975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:13.927737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:13.928542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:13.928639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:13.928672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:14.045003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:14.045156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:14.045195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:14.045222] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:14.048528] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=77.15%)
[2025-12-17T20:35:14.048826] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-17T20:35:14.048971] [INFO ] [sig       ] YUMC: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:14.188209] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/YUMC.txt
[2025-12-17T20:35:14.188354] [INFO ] [sig       ] [3550/3576] Completed YUMC in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 8.9s
[2025-12-17T20:35:14.188393] [INFO ] [sig       ] [3551/3576] Forecasting Z...
[2025-12-17T20:35:14.188422] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-17T20:35:14.188453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-17T20:35:14.198733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-17T20:35:14.199050] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-17T20:35:14.199842] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-17T20:35:14.199894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:14.199924] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:14.199948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:14.200018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:14.256539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:14.257378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:14.257458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:14.257490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:14.380645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:14.380802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:14.380842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:14.380871] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:14.384468] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-17T20:35:14.384758] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-17T20:35:14.384882] [INFO ] [sig       ] Z: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:14.526216] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/Z.txt
[2025-12-17T20:35:14.526367] [INFO ] [sig       ] [3551/3576] Completed Z in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 8.5s
[2025-12-17T20:35:14.526404] [INFO ] [sig       ] [3552/3576] Forecasting ZBH...
[2025-12-17T20:35:14.526436] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-17T20:35:14.526465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-17T20:35:14.538009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-17T20:35:14.538370] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-17T20:35:14.539190] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-17T20:35:14.539244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:14.539274] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:14.539299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:14.539354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:14.594438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:14.595238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:14.595316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:14.595383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:14.713420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:14.713594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:14.713636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:14.713666] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:14.716955] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-17T20:35:14.717222] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-17T20:35:14.717347] [INFO ] [sig       ] ZBH: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:14.858948] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZBH.txt
[2025-12-17T20:35:14.859102] [INFO ] [sig       ] [3552/3576] Completed ZBH in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 8.2s
[2025-12-17T20:35:14.859141] [INFO ] [sig       ] [3553/3576] Forecasting ZBIO...
[2025-12-17T20:35:14.859171] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-17T20:35:14.859202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-17T20:35:14.870556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-17T20:35:14.870928] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-17T20:35:14.871815] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-17T20:35:14.871881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:14.871915] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:14.871943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:14.872001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:14.930110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:14.930781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:14.930857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:14.930888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:15.052351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:15.052493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:15.052536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:15.052564] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:15.055936] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-17T20:35:15.056204] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-17T20:35:15.056328] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:15.194395] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZBIO.txt
[2025-12-17T20:35:15.194513] [INFO ] [sig       ] [3553/3576] Completed ZBIO in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 7.8s
[2025-12-17T20:35:15.194550] [INFO ] [sig       ] [3554/3576] Forecasting ZBRA...
[2025-12-17T20:35:15.194595] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-17T20:35:15.194628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-17T20:35:15.204605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-17T20:35:15.204874] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-17T20:35:15.205645] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-17T20:35:15.205697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:15.205730] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:15.205756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:15.205813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:15.262636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:15.263207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:15.263284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:15.263507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:15.378564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:15.378671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:15.378707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:15.378734] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:15.381838] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-17T20:35:15.382091] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-17T20:35:15.382208] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:15.520839] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZBRA.txt
[2025-12-17T20:35:15.520942] [INFO ] [sig       ] [3554/3576] Completed ZBRA in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 7.5s
[2025-12-17T20:35:15.520979] [INFO ] [sig       ] [3555/3576] Forecasting ZD...
[2025-12-17T20:35:15.521007] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-17T20:35:15.521036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-17T20:35:15.531507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-17T20:35:15.531807] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-17T20:35:15.532564] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-17T20:35:15.532645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:15.532679] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:15.532707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:15.532764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:15.590242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:15.590822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:15.590898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:15.590930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:15.715011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:15.715110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:15.715150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:15.715178] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:15.718640] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-17T20:35:15.718933] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-17T20:35:15.719057] [INFO ] [sig       ] ZD: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:15.859846] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZD.txt
[2025-12-17T20:35:15.859972] [INFO ] [sig       ] [3555/3576] Completed ZD in 0.3s | 2.93 sym/s | Total: 20.2m | ETA: 7.2s
[2025-12-17T20:35:15.860010] [INFO ] [sig       ] [3556/3576] Forecasting ZEPP...
[2025-12-17T20:35:15.860040] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-17T20:35:15.860069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-17T20:35:15.870286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-17T20:35:15.870553] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-17T20:35:15.871527] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-17T20:35:15.871594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:15.871628] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:15.871655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:15.871710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:15.927121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:15.927744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:15.927818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:15.927850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:16.037509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:16.037626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:16.037663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:16.037690] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:16.040802] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-17T20:35:16.041058] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-17T20:35:16.041176] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:16.177867] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZEPP.txt
[2025-12-17T20:35:16.177979] [INFO ] [sig       ] [3556/3576] Completed ZEPP in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 6.8s
[2025-12-17T20:35:16.178023] [INFO ] [sig       ] [3557/3576] Forecasting ZETA...
[2025-12-17T20:35:16.178053] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-17T20:35:16.178083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-17T20:35:16.188233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-17T20:35:16.188493] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-17T20:35:16.189276] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-17T20:35:16.189326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:16.189356] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:16.189382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:16.189436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:16.243466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:16.244070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:16.244150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:16.244182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:16.364761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:16.364916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:16.364956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:16.364985] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:16.368344] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-17T20:35:16.368656] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-17T20:35:16.368787] [INFO ] [sig       ] ZETA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:16.509652] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZETA.txt
[2025-12-17T20:35:16.509807] [INFO ] [sig       ] [3557/3576] Completed ZETA in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 6.5s
[2025-12-17T20:35:16.509846] [INFO ] [sig       ] [3558/3576] Forecasting ZEUS...
[2025-12-17T20:35:16.509877] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-17T20:35:16.509908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-17T20:35:16.520125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-17T20:35:16.520489] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-17T20:35:16.521299] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-17T20:35:16.521350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:16.521381] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:16.521408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:16.521463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:16.577144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:16.578003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:16.578087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:16.578119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:16.696031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:16.696186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:16.696225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:16.696256] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:16.699729] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-17T20:35:16.700016] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-17T20:35:16.700154] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:16.841772] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZEUS.txt
[2025-12-17T20:35:16.841934] [INFO ] [sig       ] [3558/3576] Completed ZEUS in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 6.1s
[2025-12-17T20:35:16.841975] [INFO ] [sig       ] [3559/3576] Forecasting ZG...
[2025-12-17T20:35:16.842006] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-17T20:35:16.842037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-17T20:35:16.852318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-17T20:35:16.852619] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-17T20:35:16.853400] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-17T20:35:16.853451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:16.853512] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:16.853540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:16.853621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:16.909264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:16.910094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:16.910175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:16.910207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:17.029232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:17.029392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:17.029431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:17.029459] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:17.032875] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-17T20:35:17.033138] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-17T20:35:17.033266] [INFO ] [sig       ] ZG: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:17.173924] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZG.txt
[2025-12-17T20:35:17.174072] [INFO ] [sig       ] [3559/3576] Completed ZG in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 5.8s
[2025-12-17T20:35:17.174119] [INFO ] [sig       ] [3560/3576] Forecasting ZGN...
[2025-12-17T20:35:17.174156] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-17T20:35:17.174192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-17T20:35:17.184669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-17T20:35:17.185018] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-17T20:35:17.185782] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-17T20:35:17.185832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:17.185863] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:17.185889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:17.185944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:17.243346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:17.244149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:17.244230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:17.244262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:17.364168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:17.364332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:17.364387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:17.364420] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:17.367809] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-17T20:35:17.368093] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-17T20:35:17.368220] [INFO ] [sig       ] ZGN: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:17.508058] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZGN.txt
[2025-12-17T20:35:17.508199] [INFO ] [sig       ] [3560/3576] Completed ZGN in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 5.5s
[2025-12-17T20:35:17.508238] [INFO ] [sig       ] [3561/3576] Forecasting ZH...
[2025-12-17T20:35:17.508268] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-17T20:35:17.508297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-17T20:35:17.519008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-17T20:35:17.519275] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-17T20:35:17.520047] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-17T20:35:17.520103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:17.520142] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:17.520174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:17.520236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:17.575229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:17.575853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:17.575930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:17.575962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:17.692594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:17.692702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:17.692738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:17.692765] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:17.695937] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-17T20:35:17.696196] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-17T20:35:17.696469] [INFO ] [sig       ] ZH: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:17.834932] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZH.txt
[2025-12-17T20:35:17.835047] [INFO ] [sig       ] [3561/3576] Completed ZH in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 5.1s
[2025-12-17T20:35:17.835082] [INFO ] [sig       ] [3562/3576] Forecasting ZIM...
[2025-12-17T20:35:17.835111] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-17T20:35:17.835141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-17T20:35:17.845918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-17T20:35:17.846172] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-17T20:35:17.846954] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-17T20:35:17.847005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:17.847035] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:17.847060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:17.847116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:17.903210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:17.903822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:17.903907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:17.903939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:18.026927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:18.027092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:18.027137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:18.027166] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:18.030612] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2025-12-17T20:35:18.030884] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-17T20:35:18.031009] [INFO ] [sig       ] ZIM: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:18.188756] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZIM.txt
[2025-12-17T20:35:18.188907] [INFO ] [sig       ] [3562/3576] Completed ZIM in 0.4s | 2.94 sym/s | Total: 20.2m | ETA: 4.8s
[2025-12-17T20:35:18.188947] [INFO ] [sig       ] [3563/3576] Forecasting ZION...
[2025-12-17T20:35:18.188977] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-17T20:35:18.189007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-17T20:35:18.200709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-17T20:35:18.201090] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-17T20:35:18.201928] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-17T20:35:18.201979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:18.202010] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:18.202035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:18.202090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:18.257783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:18.258623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:18.258708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:18.258740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:18.385003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:18.385157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:18.385198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:18.385225] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:18.388522] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2025-12-17T20:35:18.388847] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-17T20:35:18.388995] [INFO ] [sig       ] ZION: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:18.528802] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZION.txt
[2025-12-17T20:35:18.529081] [INFO ] [sig       ] [3563/3576] Completed ZION in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 4.4s
[2025-12-17T20:35:18.529134] [INFO ] [sig       ] [3564/3576] Forecasting ZIP...
[2025-12-17T20:35:18.529165] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-17T20:35:18.529194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-17T20:35:18.539546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-17T20:35:18.539954] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-17T20:35:18.540778] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-17T20:35:18.540829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:18.540873] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:18.540900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:18.540955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:18.597044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:18.597898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:18.597979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:18.598011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:18.732589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:18.732745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:18.732784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:18.732811] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:18.736199] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-17T20:35:18.736484] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-17T20:35:18.736631] [INFO ] [sig       ] ZIP: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:18.877229] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZIP.txt
[2025-12-17T20:35:18.877378] [INFO ] [sig       ] [3564/3576] Completed ZIP in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 4.1s
[2025-12-17T20:35:18.877416] [INFO ] [sig       ] [3565/3576] Forecasting ZLAB...
[2025-12-17T20:35:18.877448] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-17T20:35:18.877478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-17T20:35:18.888098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-17T20:35:18.888399] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-17T20:35:18.889215] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-17T20:35:18.889266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:18.889296] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:18.889321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:18.889375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:18.945757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:18.946627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:18.946719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:18.946752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:19.081967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:19.082119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:19.082158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:19.082186] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:19.085534] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-17T20:35:19.085822] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-17T20:35:19.085947] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:19.226208] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZLAB.txt
[2025-12-17T20:35:19.226341] [INFO ] [sig       ] [3565/3576] Completed ZLAB in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 3.7s
[2025-12-17T20:35:19.226382] [INFO ] [sig       ] [3566/3576] Forecasting ZM...
[2025-12-17T20:35:19.226411] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-17T20:35:19.226440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-17T20:35:19.236498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-17T20:35:19.236805] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-17T20:35:19.237544] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-17T20:35:19.237618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:19.237651] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:19.237677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:19.237736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:19.296020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:19.296858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:19.296939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:19.296972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:19.414695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:19.414848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:19.414887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:19.414916] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:19.418172] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-12-17T20:35:19.418440] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-17T20:35:19.418567] [INFO ] [sig       ] ZM: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:19.556703] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZM.txt
[2025-12-17T20:35:19.556860] [INFO ] [sig       ] [3566/3576] Completed ZM in 0.3s | 2.94 sym/s | Total: 20.2m | ETA: 3.4s
[2025-12-17T20:35:19.556909] [INFO ] [sig       ] [3567/3576] Forecasting ZNTL...
[2025-12-17T20:35:19.556949] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-17T20:35:19.556981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-17T20:35:19.568064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-17T20:35:19.568460] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-17T20:35:19.569286] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-17T20:35:19.569340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:19.569372] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:19.569399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:19.569455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:19.639232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:19.640457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:19.640599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:19.640654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:19.775906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:19.776062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:19.776103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:19.776131] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:19.779681] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-17T20:35:19.780023] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-17T20:35:19.780170] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:19.927039] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZNTL.txt
[2025-12-17T20:35:19.927193] [INFO ] [sig       ] [3567/3576] Completed ZNTL in 0.4s | 2.94 sym/s | Total: 20.3m | ETA: 3.1s
[2025-12-17T20:35:19.927240] [INFO ] [sig       ] [3568/3576] Forecasting ZS...
[2025-12-17T20:35:19.927285] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-17T20:35:19.927323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-17T20:35:19.938527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-17T20:35:19.938949] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-17T20:35:19.939728] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-17T20:35:19.939779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:19.939809] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:19.939836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:19.939894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:19.996130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:19.997006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:19.997097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:19.997131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:20.117796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:20.117947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:20.117985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:20.118013] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:20.121311] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-17T20:35:20.121598] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-17T20:35:20.121725] [INFO ] [sig       ] ZS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:20.260246] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZS.txt
[2025-12-17T20:35:20.260400] [INFO ] [sig       ] [3568/3576] Completed ZS in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 2.7s
[2025-12-17T20:35:20.260439] [INFO ] [sig       ] [3569/3576] Forecasting ZTO...
[2025-12-17T20:35:20.260470] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-17T20:35:20.260501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-17T20:35:20.271041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-17T20:35:20.271432] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-17T20:35:20.272277] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-17T20:35:20.272331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:20.272363] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:20.272390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:20.272445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:20.328765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:20.329878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:20.329960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:20.330027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:20.453393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:20.453549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:20.453606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:20.453639] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:20.457272] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-17T20:35:20.457653] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-17T20:35:20.457801] [INFO ] [sig       ] ZTO: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:20.601509] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZTO.txt
[2025-12-17T20:35:20.601684] [INFO ] [sig       ] [3569/3576] Completed ZTO in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-17T20:35:20.601725] [INFO ] [sig       ] [3570/3576] Forecasting ZTS...
[2025-12-17T20:35:20.601756] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-17T20:35:20.601786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-17T20:35:20.612187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-17T20:35:20.612508] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-17T20:35:20.613306] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-17T20:35:20.613360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:20.613393] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:20.613420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:20.613476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:20.670551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:20.671509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:20.671623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:20.671660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:20.805401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:20.805548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:20.805610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:20.805641] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:20.809105] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=87.32%)
[2025-12-17T20:35:20.809392] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-17T20:35:20.809523] [INFO ] [sig       ] ZTS: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:20.950036] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZTS.txt
[2025-12-17T20:35:20.950195] [INFO ] [sig       ] [3570/3576] Completed ZTS in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 2.0s
[2025-12-17T20:35:20.950234] [INFO ] [sig       ] [3571/3576] Forecasting ZUMZ...
[2025-12-17T20:35:20.950265] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-17T20:35:20.950295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-17T20:35:20.960599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-17T20:35:20.960951] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-17T20:35:20.961742] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-17T20:35:20.961803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:20.961842] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:20.961874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:20.961932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:21.018194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:21.019137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:21.019225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:21.019259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:21.141455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:21.141627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:21.141668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:21.141697] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:21.145095] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-17T20:35:21.145378] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-17T20:35:21.145510] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:21.287493] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZUMZ.txt
[2025-12-17T20:35:21.287670] [INFO ] [sig       ] [3571/3576] Completed ZUMZ in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 1.7s
[2025-12-17T20:35:21.287714] [INFO ] [sig       ] [3572/3576] Forecasting ZURA...
[2025-12-17T20:35:21.287743] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-17T20:35:21.287774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-17T20:35:21.298320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-17T20:35:21.298638] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-17T20:35:21.299460] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-17T20:35:21.299512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:21.299543] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:21.299593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:21.299653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:21.356795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:21.357659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:21.357742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:21.357776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:21.479442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:21.479615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:21.479658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:21.479686] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:21.483064] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-12-17T20:35:21.483356] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-17T20:35:21.483486] [INFO ] [sig       ] ZURA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:21.620901] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZURA.txt
[2025-12-17T20:35:21.621058] [INFO ] [sig       ] [3572/3576] Completed ZURA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 1.4s
[2025-12-17T20:35:21.621098] [INFO ] [sig       ] [3573/3576] Forecasting ZVIA...
[2025-12-17T20:35:21.621127] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-17T20:35:21.621157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-17T20:35:21.631405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-17T20:35:21.631688] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-17T20:35:21.632432] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-17T20:35:21.632482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:21.632513] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:21.632539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:21.632613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:21.689170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:21.689928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:21.690010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:21.690043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:21.812663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:21.812816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:21.812863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:21.812898] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:21.816504] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=58.02%)
[2025-12-17T20:35:21.816858] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-17T20:35:21.816997] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-17: UP (sign=1.00)
[2025-12-17T20:35:21.967354] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-18	1 -> ./output/forecasts/individual/2025-12-18/ZVIA.txt
[2025-12-17T20:35:21.967518] [INFO ] [sig       ] [3573/3576] Completed ZVIA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 1.0s
[2025-12-17T20:35:21.967559] [INFO ] [sig       ] [3574/3576] Forecasting ZVRA...
[2025-12-17T20:35:21.967607] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-17T20:35:21.967639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-17T20:35:21.979306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-17T20:35:21.979725] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-17T20:35:21.980529] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-17T20:35:21.980609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:21.980645] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:21.980673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:21.980728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:22.037942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:22.038701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:22.038784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:22.038817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:22.155860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:22.156014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:22.156056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:22.156085] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:22.159638] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-17T20:35:22.159954] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-17T20:35:22.160105] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:22.304801] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZVRA.txt
[2025-12-17T20:35:22.304951] [INFO ] [sig       ] [3574/3576] Completed ZVRA in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 0.7s
[2025-12-17T20:35:22.304992] [INFO ] [sig       ] [3575/3576] Forecasting ZWS...
[2025-12-17T20:35:22.305021] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-17T20:35:22.305050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-17T20:35:22.315518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-17T20:35:22.315869] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-17T20:35:22.316658] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-17T20:35:22.316710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:22.316743] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:22.316770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:22.316839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:22.372118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:22.372794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:22.372876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:22.372909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:22.500353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:22.500527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:22.500589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:22.500623] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:22.504208] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-17T20:35:22.504493] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-17T20:35:22.504647] [INFO ] [sig       ] ZWS: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:22.647274] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZWS.txt
[2025-12-17T20:35:22.647450] [INFO ] [sig       ] [3575/3576] Completed ZWS in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 0.3s
[2025-12-17T20:35:22.647509] [INFO ] [sig       ] [3576/3576] Forecasting ZYME...
[2025-12-17T20:35:22.647550] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-17T20:35:22.647618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-17T20:35:22.658977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-17T20:35:22.659362] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-17T20:35:22.660162] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-17T20:35:22.660215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-17T20:35:22.660275] [DEBUG] [FORECASTER] Starting train method
[2025-12-17T20:35:22.660304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-17T20:35:22.660360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-17T20:35:22.715486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-17T20:35:22.716264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-17T20:35:22.716345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-17T20:35:22.716377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-17T20:35:22.837278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-17T20:35:22.837434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-17T20:35:22.837474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-17T20:35:22.837503] [INFO ] [FORECASTER] Training complete
[2025-12-17T20:35:22.841001] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-17T20:35:22.841407] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-17T20:35:22.841588] [INFO ] [sig       ] ZYME: Forecast for 2025-12-17: DOWN (sign=0.00)
[2025-12-17T20:35:22.982763] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-18	0 -> ./output/forecasts/individual/2025-12-18/ZYME.txt
[2025-12-17T20:35:22.982913] [INFO ] [sig       ] [3576/3576] Completed ZYME in 0.3s | 2.94 sym/s | Total: 20.3m | ETA: 0.0s
[2025-12-17T20:35:22.982954] [INFO ] [sig       ] ==================================================
[2025-12-17T20:35:22.982983] [INFO ] [sig       ] Forecasts complete: 3576/3576 symbols succeeded
[2025-12-17T20:35:22.983011] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-17T20:35:22.983038] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-17T20:35:22.983420] [INFO ] [sig       ] Found 47 forecast dates to process
[2025-12-17T20:35:22.983460] [INFO ] [sig       ] [1/47] Processing report for 2025-10-10...
[2025-12-17T20:35:22.983495] [INFO ] [sig       ] [1/47] Report for 2025-10-10 already exists, skipping...
[2025-12-17T20:35:22.983532] [INFO ] [sig       ] [2/47] Processing report for 2025-10-13...
[2025-12-17T20:35:22.983567] [INFO ] [sig       ] [2/47] Report for 2025-10-13 already exists, skipping...
[2025-12-17T20:35:22.983613] [INFO ] [sig       ] [3/47] Processing report for 2025-10-14...
[2025-12-17T20:35:22.983646] [INFO ] [sig       ] [3/47] Report for 2025-10-14 already exists, skipping...
[2025-12-17T20:35:22.983673] [INFO ] [sig       ] [4/47] Processing report for 2025-10-15...
[2025-12-17T20:35:22.983704] [INFO ] [sig       ] [4/47] Report for 2025-10-15 already exists, skipping...
[2025-12-17T20:35:22.983730] [INFO ] [sig       ] [5/47] Processing report for 2025-10-16...
[2025-12-17T20:35:22.983760] [INFO ] [sig       ] [5/47] Report for 2025-10-16 already exists, skipping...
[2025-12-17T20:35:22.983786] [INFO ] [sig       ] [6/47] Processing report for 2025-10-17...
[2025-12-17T20:35:22.983817] [INFO ] [sig       ] [6/47] Report for 2025-10-17 already exists, skipping...
[2025-12-17T20:35:22.983843] [INFO ] [sig       ] [7/47] Processing report for 2025-10-20...
[2025-12-17T20:35:22.983873] [INFO ] [sig       ] [7/47] Report for 2025-10-20 already exists, skipping...
[2025-12-17T20:35:22.983898] [INFO ] [sig       ] [8/47] Processing report for 2025-10-21...
[2025-12-17T20:35:22.983928] [INFO ] [sig       ] [8/47] Report for 2025-10-21 already exists, skipping...
[2025-12-17T20:35:22.983953] [INFO ] [sig       ] [9/47] Processing report for 2025-10-22...
[2025-12-17T20:35:22.983984] [INFO ] [sig       ] [9/47] Report for 2025-10-22 already exists, skipping...
[2025-12-17T20:35:22.984009] [INFO ] [sig       ] [10/47] Processing report for 2025-10-23...
[2025-12-17T20:35:22.984039] [INFO ] [sig       ] [10/47] Report for 2025-10-23 already exists, skipping...
[2025-12-17T20:35:22.984064] [INFO ] [sig       ] [11/47] Processing report for 2025-10-24...
[2025-12-17T20:35:22.984094] [INFO ] [sig       ] [11/47] Report for 2025-10-24 already exists, skipping...
[2025-12-17T20:35:22.984119] [INFO ] [sig       ] [12/47] Processing report for 2025-10-27...
[2025-12-17T20:35:22.984148] [INFO ] [sig       ] [12/47] Report for 2025-10-27 already exists, skipping...
[2025-12-17T20:35:22.984173] [INFO ] [sig       ] [13/47] Processing report for 2025-10-28...
[2025-12-17T20:35:22.984203] [INFO ] [sig       ] [13/47] Report for 2025-10-28 already exists, skipping...
[2025-12-17T20:35:22.984229] [INFO ] [sig       ] [14/47] Processing report for 2025-10-30...
[2025-12-17T20:35:22.984259] [INFO ] [sig       ] [14/47] Report for 2025-10-30 already exists, skipping...
[2025-12-17T20:35:22.984284] [INFO ] [sig       ] [15/47] Processing report for 2025-10-31...
[2025-12-17T20:35:22.984314] [INFO ] [sig       ] [15/47] Report for 2025-10-31 already exists, skipping...
[2025-12-17T20:35:22.984339] [INFO ] [sig       ] [16/47] Processing report for 2025-11-03...
[2025-12-17T20:35:22.984369] [INFO ] [sig       ] [16/47] Report for 2025-11-03 already exists, skipping...
[2025-12-17T20:35:22.984395] [INFO ] [sig       ] [17/47] Processing report for 2025-11-04...
[2025-12-17T20:35:22.984425] [INFO ] [sig       ] [17/47] Report for 2025-11-04 already exists, skipping...
[2025-12-17T20:35:22.984451] [INFO ] [sig       ] [18/47] Processing report for 2025-11-05...
[2025-12-17T20:35:22.984481] [INFO ] [sig       ] [18/47] Report for 2025-11-05 already exists, skipping...
[2025-12-17T20:35:22.984507] [INFO ] [sig       ] [19/47] Processing report for 2025-11-06...
[2025-12-17T20:35:22.984537] [INFO ] [sig       ] [19/47] Report for 2025-11-06 already exists, skipping...
[2025-12-17T20:35:22.984562] [INFO ] [sig       ] [20/47] Processing report for 2025-11-07...
[2025-12-17T20:35:22.984609] [INFO ] [sig       ] [20/47] Report for 2025-11-07 already exists, skipping...
[2025-12-17T20:35:22.984635] [INFO ] [sig       ] [21/47] Processing report for 2025-11-10...
[2025-12-17T20:35:22.984665] [INFO ] [sig       ] [21/47] Report for 2025-11-10 already exists, skipping...
[2025-12-17T20:35:22.984697] [INFO ] [sig       ] [22/47] Processing report for 2025-11-11...
[2025-12-17T20:35:22.984730] [INFO ] [sig       ] [22/47] Report for 2025-11-11 already exists, skipping...
[2025-12-17T20:35:22.984756] [INFO ] [sig       ] [23/47] Processing report for 2025-11-12...
[2025-12-17T20:35:22.984788] [INFO ] [sig       ] [23/47] Report for 2025-11-12 already exists, skipping...
[2025-12-17T20:35:22.984816] [INFO ] [sig       ] [24/47] Processing report for 2025-11-13...
[2025-12-17T20:35:22.984846] [INFO ] [sig       ] [24/47] Report for 2025-11-13 already exists, skipping...
[2025-12-17T20:35:22.984871] [INFO ] [sig       ] [25/47] Processing report for 2025-11-17...
[2025-12-17T20:35:22.984901] [INFO ] [sig       ] [25/47] Report for 2025-11-17 already exists, skipping...
[2025-12-17T20:35:22.984926] [INFO ] [sig       ] [26/47] Processing report for 2025-11-18...
[2025-12-17T20:35:22.984956] [INFO ] [sig       ] [26/47] Report for 2025-11-18 already exists, skipping...
[2025-12-17T20:35:22.984981] [INFO ] [sig       ] [27/47] Processing report for 2025-11-19...
[2025-12-17T20:35:22.985012] [INFO ] [sig       ] [27/47] Report for 2025-11-19 already exists, skipping...
[2025-12-17T20:35:22.985037] [INFO ] [sig       ] [28/47] Processing report for 2025-11-20...
[2025-12-17T20:35:22.985067] [INFO ] [sig       ] [28/47] Report for 2025-11-20 already exists, skipping...
[2025-12-17T20:35:22.985115] [INFO ] [sig       ] [29/47] Processing report for 2025-11-21...
[2025-12-17T20:35:22.985148] [INFO ] [sig       ] [29/47] Report for 2025-11-21 already exists, skipping...
[2025-12-17T20:35:22.985174] [INFO ] [sig       ] [30/47] Processing report for 2025-11-24...
[2025-12-17T20:35:22.985205] [INFO ] [sig       ] [30/47] Report for 2025-11-24 already exists, skipping...
[2025-12-17T20:35:22.985230] [INFO ] [sig       ] [31/47] Processing report for 2025-11-25...
[2025-12-17T20:35:22.985259] [INFO ] [sig       ] [31/47] Report for 2025-11-25 already exists, skipping...
[2025-12-17T20:35:22.985284] [INFO ] [sig       ] [32/47] Processing report for 2025-11-26...
[2025-12-17T20:35:22.985313] [INFO ] [sig       ] [32/47] Report for 2025-11-26 already exists, skipping...
[2025-12-17T20:35:22.985338] [INFO ] [sig       ] [33/47] Processing report for 2025-11-28...
[2025-12-17T20:35:22.985368] [INFO ] [sig       ] [33/47] Report for 2025-11-28 already exists, skipping...
[2025-12-17T20:35:22.985392] [INFO ] [sig       ] [34/47] Processing report for 2025-12-01...
[2025-12-17T20:35:22.985429] [INFO ] [sig       ] [34/47] Report for 2025-12-01 already exists, skipping...
[2025-12-17T20:35:22.985456] [INFO ] [sig       ] [35/47] Processing report for 2025-12-02...
[2025-12-17T20:35:22.985487] [INFO ] [sig       ] [35/47] Report for 2025-12-02 already exists, skipping...
[2025-12-17T20:35:22.985512] [INFO ] [sig       ] [36/47] Processing report for 2025-12-03...
[2025-12-17T20:35:22.985542] [INFO ] [sig       ] [36/47] Report for 2025-12-03 already exists, skipping...
[2025-12-17T20:35:22.985581] [INFO ] [sig       ] [37/47] Processing report for 2025-12-04...
[2025-12-17T20:35:22.985621] [INFO ] [sig       ] [37/47] Report for 2025-12-04 already exists, skipping...
[2025-12-17T20:35:22.985654] [INFO ] [sig       ] [38/47] Processing report for 2025-12-05...
[2025-12-17T20:35:22.985708] [INFO ] [sig       ] [38/47] Report for 2025-12-05 already exists, skipping...
[2025-12-17T20:35:22.985741] [INFO ] [sig       ] [39/47] Processing report for 2025-12-08...
[2025-12-17T20:35:22.985773] [INFO ] [sig       ] [39/47] Report for 2025-12-08 already exists, skipping...
[2025-12-17T20:35:22.985799] [INFO ] [sig       ] [40/47] Processing report for 2025-12-09...
[2025-12-17T20:35:22.985829] [INFO ] [sig       ] [40/47] Report for 2025-12-09 already exists, skipping...
[2025-12-17T20:35:22.985854] [INFO ] [sig       ] [41/47] Processing report for 2025-12-10...
[2025-12-17T20:35:22.985884] [INFO ] [sig       ] [41/47] Report for 2025-12-10 already exists, skipping...
[2025-12-17T20:35:22.985910] [INFO ] [sig       ] [42/47] Processing report for 2025-12-11...
[2025-12-17T20:35:22.985950] [INFO ] [sig       ] [42/47] Report for 2025-12-11 already exists, skipping...
[2025-12-17T20:35:22.985978] [INFO ] [sig       ] [43/47] Processing report for 2025-12-12...
[2025-12-17T20:35:22.986015] [INFO ] [sig       ] [43/47] Report for 2025-12-12 already exists, skipping...
[2025-12-17T20:35:22.986042] [INFO ] [sig       ] [44/47] Processing report for 2025-12-15...
[2025-12-17T20:35:22.986072] [INFO ] [sig       ] [44/47] Report for 2025-12-15 already exists, skipping...
[2025-12-17T20:35:22.986098] [INFO ] [sig       ] [45/47] Processing report for 2025-12-16...
[2025-12-17T20:35:22.986128] [INFO ] [sig       ] [45/47] Report for 2025-12-16 already exists, skipping...
[2025-12-17T20:35:22.986153] [INFO ] [sig       ] [46/47] Processing report for 2025-12-17...
[2025-12-17T20:35:22.986183] [INFO ] [sig       ] [46/47] Report for 2025-12-17 already exists, skipping...
[2025-12-17T20:35:22.986208] [INFO ] [sig       ] [47/47] Processing report for 2025-12-18...
[2025-12-17T20:35:23.140073] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.140307] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.140383] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.140446] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.140507] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.140597] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.140662] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.140760] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.140879] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.140954] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.141027] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.141091] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.141165] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.141228] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.141297] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.141359] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.141419] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.141482] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.141555] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.141636] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.141709] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.141821] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.141889] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.141957] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.142018] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.142093] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.142154] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.142215] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.142285] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.142373] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.142433] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.142494] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.142553] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.142645] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.142706] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.142766] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.142854] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.142914] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.142972] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.143031] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.143091] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.143152] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.143212] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.143271] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.143342] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.143402] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.143470] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.143582] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.143655] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.143717] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.143776] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.143836] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.143896] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.143956] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.144015] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.144075] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.144134] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.144195] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.144263] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.144325] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.144385] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.144444] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.144503] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.144560] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.144639] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.144706] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.144766] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.144832] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.144906] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.144966] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.145026] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.145093] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.145153] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.145211] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.145271] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.145331] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.145390] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.145450] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.145509] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.145598] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.145671] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.145742] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.145803] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.145862] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.145922] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.145981] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.146040] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.146108] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.146169] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.146228] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.146287] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.146360] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.146420] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.146481] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.146541] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.146626] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.146688] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.146749] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.146808] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.146866] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.146925] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.146984] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.147045] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.147102] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.147170] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.147239] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.147297] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.147377] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.147453] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.147521] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.147599] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.147660] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.147719] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.147777] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.147843] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.147910] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.147970] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.148028] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.148084] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.148141] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.148206] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.148265] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.148322] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.148380] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.148439] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.148497] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-17T20:35:23.148556] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.148635] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.148695] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.148768] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.148841] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.148933] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.148994] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.149055] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.149115] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.149175] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.149236] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.149296] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-17T20:35:23.149356] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.149416] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.149476] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.149534] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.149616] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.149734] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.149822] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.149904] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.149987] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.150081] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.150174] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.150259] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.150324] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.150386] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.150446] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.150520] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.150601] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.150665] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.150733] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.150794] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.150854] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.150915] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.150974] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.151035] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.151094] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.151153] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.151213] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.151279] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.151340] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.151400] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.151460] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.151519] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.151594] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.151672] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.151767] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.151835] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.151911] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.151998] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.152091] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.152176] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.152308] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.152388] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.152467] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.152566] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.152671] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.152733] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.152803] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.152866] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.152926] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.152985] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.153045] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.153103] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.153173] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.153245] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.153306] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.153366] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.153426] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.153486] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.153545] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.153623] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.153696] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.153761] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.153819] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.153879] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.153936] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.153994] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.154051] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.154109] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.154177] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.154237] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.154298] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.154355] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.154413] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.154470] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.154525] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.154604] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.154666] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.154724] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.154793] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.154853] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.154910] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.154976] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.155035] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.155093] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.155161] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.155230] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.155291] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.155349] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.155417] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.155485] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.155559] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.155640] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.155699] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.155755] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.155813] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.155872] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.155931] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.155990] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.156048] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.156106] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.156164] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.156221] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.156278] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.156343] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.156402] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.156460] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.156518] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.156593] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.156654] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.156712] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.156770] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.156850] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.156908] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.156965] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.157022] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.157080] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.157137] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.157195] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.157264] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.157359] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.157431] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.157504] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.157611] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.157697] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.157776] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.157854] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.157922] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.157981] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.158039] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.158097] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.158166] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.158236] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.158296] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.158354] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.158422] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.158490] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.158549] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.158627] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.158690] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.158748] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.158818] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.158912] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.158974] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.159041] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.159106] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.159173] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.159234] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.159302] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.159361] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.159419] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.159476] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.159535] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.159618] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.159680] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.159738] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.159795] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.159852] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.159920] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.159992] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.160060] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.160120] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.160179] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.160237] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.160304] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.160364] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.160423] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.160481] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.160539] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.160615] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.160676] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.160733] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.160791] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.160849] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.160917] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.160978] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.161046] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.161106] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.161165] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.161223] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.161291] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.161351] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.161409] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.161484] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.161544] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.161632] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.161707] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.161769] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.161827] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.161892] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.161951] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.162010] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.162076] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.162137] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.162195] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.162253] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.162319] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.162378] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.162444] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.162505] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.162565] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.162644] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.162712] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.162772] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.162831] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.162890] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.162949] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.163008] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.163068] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.163129] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.163190] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.163258] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.163327] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.163393] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.163466] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.163543] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.163645] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.163726] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.163807] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.163886] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.163963] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.164041] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.164119] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.164205] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.164285] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.164362] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.164439] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.164517] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.164614] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.164695] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.164773] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.164850] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.164927] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.165004] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.165090] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.165169] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.165234] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.165293] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.165350] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.165407] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.165464] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.165534] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.165611] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.165671] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.165737] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.165795] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.165851] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.165915] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.165973] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.166028] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.166084] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.166150] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.166215] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.166273] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.166347] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.166407] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-17T20:35:23.166464] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.166521] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.166593] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.166653] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.166710] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.166768] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.166826] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.166892] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.166953] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.167019] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.167078] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.167136] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.167193] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.167250] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.167307] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.167364] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.167429] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.167487] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.167554] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.167631] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.167689] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.167746] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.167802] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.167859] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.167915] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.167971] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.168027] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.168082] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.168138] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.168203] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.168261] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.168317] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.168373] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.168429] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.168484] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.168550] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.168632] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.168697] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.168755] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.168811] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.168892] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.168958] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.169023] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.169081] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.169138] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.169194] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.169251] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.169306] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.169362] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.169427] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.169485] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.169541] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.169616] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.169674] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.169737] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.169795] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.169851] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.169907] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.169963] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.170027] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.170096] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.170161] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.170218] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.170274] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.170331] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.170388] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.170452] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.170510] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.170566] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.170659] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.170717] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.170775] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.170831] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.170895] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.170953] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.171010] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.171067] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.171122] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.171178] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.171235] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.171291] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.171356] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.171421] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.171478] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.171534] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.171608] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.171667] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.171724] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.171779] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.171836] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.171892] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.171948] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.172022] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.172079] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.172136] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.172202] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.172261] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.172317] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.172373] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.172429] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.172491] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.172550] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.172630] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.172688] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.172745] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.172801] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.172866] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.172924] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.172980] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.173037] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.173094] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.173150] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.173206] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.173263] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.173323] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.173388] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.173446] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.173510] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.173568] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.173644] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.173711] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.173770] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.173827] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.173884] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.173940] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.173997] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.174063] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.174122] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.174180] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.174237] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.174301] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.174358] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.174414] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.174471] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.174528] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.174602] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.174670] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.174728] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.174792] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.174851] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.174925] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.174992] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.175051] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.175108] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.175164] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.175221] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.175276] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.175332] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.175388] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.175444] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.175500] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.175557] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.175635] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.175693] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.175750] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.175813] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.175872] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.175930] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.175986] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.176041] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.176106] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.176172] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.176231] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.176292] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.176348] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.176403] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.176459] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.176515] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.176595] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.176665] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.176730] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.176788] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.176846] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.176902] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.176957] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.177014] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.177069] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.177125] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.177183] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.177239] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.177296] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.177352] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.177408] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.177465] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.177521] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.177598] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.177660] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.177716] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.177772] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.177829] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.177886] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.177942] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.177997] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.178053] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.178110] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.178166] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.178222] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.178277] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.178343] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.178402] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.178459] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.178516] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.178586] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.178647] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.178705] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.178761] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.178825] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.178907] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.178965] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.179022] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.179080] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.179156] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.179216] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.179281] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.179340] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.179408] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.179469] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.179527] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.179602] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.179664] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.179720] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.179777] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.179843] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.179904] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.179962] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.180020] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.180076] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.180133] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.180188] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.180247] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.180305] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.180363] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.180420] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.180486] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.180553] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.180631] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.180713] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.180774] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.180832] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.180890] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.180948] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.181005] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.181063] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.181122] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.181188] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.181247] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.181304] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.181362] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.181420] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.181478] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.181538] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-17T20:35:23.181806] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.181868] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.181928] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.181987] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.182044] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.182103] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.182162] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.182230] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.182292] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.182352] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.182412] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.182471] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.182531] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.182608] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.182671] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.182740] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.182801] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.182860] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.182920] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.182980] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.183048] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.183109] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.183176] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.183237] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.183296] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.183356] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.183415] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.183675] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.183737] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.183797] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.183857] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.183954] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.184024] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.184085] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.184145] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.184205] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.184264] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.184323] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.184382] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.184441] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.184711] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.184771] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.184829] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.184888] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.184948] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.185007] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.185067] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.185125] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.185201] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.185263] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.185329] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.185391] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.185451] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.185511] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.185570] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.185657] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.185719] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.185781] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.185840] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.185898] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.185966] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.186025] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.186084] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.186142] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.186208] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.186268] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.186325] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.186391] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.186448] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.186506] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.186591] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.186656] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-17T20:35:23.186724] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.186784] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.186841] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.186898] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.186957] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.187025] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.187085] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.187143] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.187200] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.187267] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.187327] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.187394] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.187453] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.187511] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.187567] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-17T20:35:23.187645] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.187705] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.187764] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.187822] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.187889] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.187947] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.188004] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.188062] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.188121] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.188178] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.188235] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.188292] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.188349] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.188407] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.188465] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.188541] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.188619] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.188698] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.188758] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.188815] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.188887] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.188955] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.189014] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.189081] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.189141] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.189198] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.189256] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.189314] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.189379] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.189440] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.189501] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.189768] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.189831] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.189889] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.189947] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.190005] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.190062] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.190119] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.190176] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.190233] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.190290] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.190350] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.190406] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.190472] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.190539] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.190633] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.190706] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.190780] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.190858] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.190937] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.191016] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.191095] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.191173] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.191251] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.192164] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.192235] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.192294] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.192353] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.192412] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.192479] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.192538] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.192623] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.192686] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.192746] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.192816] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.192876] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.192936] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.192995] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.193064] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.193126] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.193185] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.193251] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.193312] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.193371] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.193440] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.193498] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.193557] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.193635] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.193696] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.193763] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.193826] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.193894] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.193961] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.194022] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.194082] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.194140] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.194217] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.194278] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.194345] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.194406] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.194465] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.194523] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-17T20:35:23.194601] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.194665] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.194723] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.194789] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.194851] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.194919] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.194980] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.195042] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.195104] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.195165] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.195225] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.195287] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.195353] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.195415] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.195476] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.195550] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.195631] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.195694] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.195764] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.195827] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.195887] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.195947] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.196007] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.196067] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.196126] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.196186] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.196246] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.196306] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.196365] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.196424] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.196693] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.196763] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.196827] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.196888] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.196949] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.197009] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.197070] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.197131] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.197193] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.197253] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.197314] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.197675] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.197748] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.197817] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.197877] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.197937] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.197997] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.198056] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.198116] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.198175] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.198235] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.198298] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.198357] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.198415] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.198485] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.198553] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.198640] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.198702] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.198762] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.198820] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.198911] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.198972] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.199032] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.199092] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.199151] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.199228] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.199290] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.199349] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.199422] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.199483] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.199542] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.199621] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.199694] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.199765] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.199824] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.199882] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.199939] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.199997] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.200053] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.200110] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.200167] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.200234] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.200291] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.200349] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.200408] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.200465] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.200532] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.200618] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.200680] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.200737] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.200794] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.200852] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.200909] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.200966] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.201024] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.201090] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.201151] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.201210] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-17T20:35:23.201267] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.201334] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.201393] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.201450] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.201507] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.201565] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.201650] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.201716] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.201777] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.201835] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.201894] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.201952] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.202010] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.202070] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.202127] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.202185] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.202242] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.202299] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.202367] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.202427] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.202491] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.202559] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.202637] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.202696] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.202754] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.202811] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.202869] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.202927] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.202986] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-17T20:35:23.203045] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.203103] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.203161] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.203228] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.203289] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.203348] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.203406] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.203463] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.203531] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.203626] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.203688] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.203756] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.203816] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.203874] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.203931] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.204237] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.204305] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.204364] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.204432] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.204492] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.204558] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.204640] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.204700] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.204761] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.204818] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.204876] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.204935] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.204993] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.205050] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.205107] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.205172] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.205231] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.205288] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.205346] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.205404] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.205462] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.205519] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.205605] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.205669] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.205734] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.205792] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.205850] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.205909] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.205976] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.206035] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.206093] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.206158] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.206219] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.206278] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.206336] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.206393] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.206451] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.206508] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.206565] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.206646] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.206705] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.206764] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.206832] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.206892] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.206948] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.207005] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.207064] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.207121] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.207180] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.207238] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.207296] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.207353] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.207410] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.207491] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.207551] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.207635] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.207696] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.207755] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.207815] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.207874] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.207932] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.207988] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.208046] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.208103] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.208170] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.208246] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.208311] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.208376] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.208444] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.208503] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.208586] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.208649] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.208715] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.208780] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.208847] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.208940] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.208999] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.209058] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.209119] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.209178] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.209237] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.209296] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.209354] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.209422] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.209482] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.209541] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.209620] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.209681] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.209771] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.209860] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.209934] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.210016] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.210085] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.210144] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.210200] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.210257] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.210315] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.210373] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.210439] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.210498] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.210555] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.210639] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.210698] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.210756] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.210822] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.210881] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.210938] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.210995] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.211059] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.211117] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.211175] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.211232] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.211289] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.211347] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.211404] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.211460] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.211515] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.211588] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.211650] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.211708] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.211766] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.211822] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.211879] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.211937] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.211995] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.212053] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.212121] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.212181] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.212239] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.212305] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.212364] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.212422] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.212488] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.212548] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.212624] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.212684] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.212763] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.212822] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.212880] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.212938] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.212995] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.213054] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.213111] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.213168] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.213224] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.213282] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.213339] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.213396] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.213454] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.213512] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.213584] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.213647] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.213706] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.213763] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.213830] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.213891] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.213949] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.214014] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.214071] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.214127] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.214184] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.214242] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.214306] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.214364] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.214430] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.214488] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.214546] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.214638] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.214709] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.214770] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.214829] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.214886] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.214944] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.215001] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.215061] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.215119] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.215176] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.215235] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.215290] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.215347] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.215405] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.215461] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.215517] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.215590] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.215652] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.215711] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.215768] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.215825] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.215882] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.215938] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.215996] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.216054] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.216120] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.216179] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.216244] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.216303] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.216361] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.216417] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.216473] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.216529] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.216605] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.216665] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.216721] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.216778] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.216835] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.216901] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.216970] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.217056] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.217126] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.217186] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.217245] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.217307] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.217374] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.217432] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.217490] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.217548] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.217627] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.217686] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.217743] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.217800] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.217857] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.217914] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.217972] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.218027] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.218083] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.218140] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.218205] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.218265] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.218323] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.218380] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.218437] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.218493] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.218550] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.218627] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.218685] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.218753] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.218812] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.218891] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.218952] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.219010] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.219069] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.219126] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.219184] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.219248] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.219314] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.219375] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.219432] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.219490] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.219549] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.219632] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.219708] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.219770] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.219829] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.219887] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.219953] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.220013] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.220069] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.220127] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.220184] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.220242] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.220300] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.220359] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.220418] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.220476] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.220534] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.220609] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.220669] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.220728] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.220785] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.220851] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.220909] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.220977] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.221045] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.221104] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.221162] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.221218] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.221276] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.221334] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.221410] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.221469] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.221528] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.221622] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-17T20:35:23.221692] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.221751] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.221808] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.221865] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.221924] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.221984] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.222040] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.222096] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.222162] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.222221] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.222277] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.222343] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.222412] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.222470] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.222528] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.222604] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.222665] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.222722] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.222778] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.222835] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.222902] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.222963] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.223020] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.223078] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.223134] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.223198] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.223258] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.223315] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.223384] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.223443] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.223503] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.223562] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.223658] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.223720] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.223780] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.223840] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.223900] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.223958] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.224025] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.224086] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.224146] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.224205] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.224271] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.224330] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.224390] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.224466] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.224529] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.224607] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.224675] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.224737] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.224798] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.224857] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.224917] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.224978] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.225037] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.225096] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.225156] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.225224] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.225285] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.225344] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.225405] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.225462] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.225521] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.225596] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.225659] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.225720] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.225780] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.225858] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.225917] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.225975] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.226042] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.226102] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.226159] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.226216] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.226272] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.226328] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.226400] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.226460] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.226531] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.226617] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.226681] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.226739] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.226798] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.226856] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.226914] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.226978] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.227045] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.227104] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.227163] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.227229] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.227295] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.227353] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.227410] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.227469] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.227525] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.227600] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.227661] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.227720] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.227789] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.227851] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.227910] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.227971] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.228032] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.228090] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.228160] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.228229] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.228301] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.228363] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.228423] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.228482] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.228541] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.228625] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.228686] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.228747] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.228815] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.228892] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.228952] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.229012] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.229072] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.229130] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.229189] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.229248] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.229308] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.229367] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.229425] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.229484] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.229542] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.229620] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.229682] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.229743] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.229803] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.229863] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.229923] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.229991] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.230052] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.230112] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.230172] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.230232] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.230314] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.230375] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.230435] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.230494] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.230552] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.230632] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.230693] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.230753] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.230812] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.230871] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.230930] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.230988] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.231047] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.231105] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.231172] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.231232] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.231291] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.231349] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.231414] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.231474] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.231542] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.231621] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.231679] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.231746] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.231817] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.231875] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.231934] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.231999] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.232059] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.232117] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.232174] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.232231] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.232288] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.232344] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.232400] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.232457] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.232515] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.232592] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.232663] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.232724] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.232783] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.232841] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.232898] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.232963] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.233036] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.233094] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.233163] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.233221] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.233278] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.233335] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.233393] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.233450] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.233517] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.233591] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.233655] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.233714] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.233772] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.233829] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.233888] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.233947] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.234012] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.234078] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.234137] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.234195] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.234256] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.234315] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.234374] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.234443] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.234505] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.234566] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.234644] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.234726] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.234789] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.234849] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.234909] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.234968] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.235027] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.235087] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.235153] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.235221] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.235283] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.235343] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.235402] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.235462] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.235521] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.235598] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.235670] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.235732] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.235792] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.235859] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.235928] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.235989] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.236049] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.236108] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.236168] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.236228] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.236287] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.236348] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.236406] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.236466] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.236525] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.236608] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.236672] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.236732] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.236790] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.236849] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.236915] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.236975] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.237041] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.237104] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.237163] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.237223] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.237282] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.237341] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.237401] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.237461] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.237520] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.237595] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.237656] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.237716] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.237774] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.238034] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.238103] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.238163] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.238223] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.238292] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.238353] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.238413] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.238479] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.238539] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.238616] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.238676] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.238735] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.238795] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.238871] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.238935] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.238996] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.239068] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.239128] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.239185] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.239250] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.239308] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.239388] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.239447] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.239505] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.239586] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.239649] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.239707] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.239765] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.239830] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.239888] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.239946] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.240004] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.240060] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.240118] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.240185] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.240243] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.240300] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.240358] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.240416] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.240473] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.240531] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.240609] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.240669] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.240727] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.240784] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.240851] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.240909] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.240967] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.241025] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.241082] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.241139] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.241198] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.241286] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.241346] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.241408] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.241465] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.241521] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.241598] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.241660] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.241716] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.241772] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.241828] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.241883] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.241939] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.241994] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.242050] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.242106] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.242163] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.242228] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.242286] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.242342] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.242398] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.242454] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.242509] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.242565] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.242640] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.242697] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.242753] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.242809] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.242868] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.242923] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.242980] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.243036] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.243107] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.243164] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.243221] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.243277] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.243343] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.243401] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.243456] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.243512] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.243567] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.243657] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.243716] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.243781] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.243839] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.243895] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.243952] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.244009] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.244064] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.244121] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.244178] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.244233] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.244289] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.244346] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.244402] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.244458] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.244515] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.244586] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.244647] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.244704] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.244761] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.244817] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.244874] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.244930] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.244988] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-17T20:35:23.245043] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.245100] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.245155] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.245211] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.245267] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.245331] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.245398] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.245458] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.245515] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.245590] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.245653] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.245711] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.245769] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.245835] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.245894] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.245952] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.246016] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.246075] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.246133] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.246190] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.246247] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.246304] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.246362] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.246427] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.246485] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.246542] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.246618] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.246677] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.246735] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.246793] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.246852] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.246909] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.246966] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.247024] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.247080] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.247138] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.247194] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.247252] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.247309] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.247366] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.247423] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.247480] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.247538] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.247639] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.247699] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.247764] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.247823] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.247900] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.247958] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.248015] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.248072] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.248130] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.248187] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.248245] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.248320] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.248379] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.248445] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.248503] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.248568] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.248646] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.248703] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.248759] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.248816] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.248898] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.248956] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.249021] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.249079] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.249136] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.249192] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.249249] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.249309] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.249365] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.249421] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.249477] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.249534] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.249615] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.249675] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.249732] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.249798] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.249861] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.249919] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.249983] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.250039] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.250095] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.250151] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.250208] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-17T20:35:23.250272] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.250330] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.250393] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.250450] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.250507] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.250591] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.250654] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.250712] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.250768] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.250824] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.250889] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.250947] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.251002] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.251058] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.251128] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.251194] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.251251] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.251307] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.251362] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.251418] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.251475] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.251533] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.251608] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.251682] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.251741] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.251805] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.251864] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.251929] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.251995] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.252054] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.252111] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.252168] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.252246] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.252316] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.252382] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.252442] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-17T20:35:23.252501] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.252558] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.252635] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.252694] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.252752] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.252809] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.252868] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.252925] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.252984] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.253042] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.253252] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.253318] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.253384] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.253443] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.253499] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.253556] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.253631] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.253688] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.253746] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.253802] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.253858] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.253914] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.253971] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.254027] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.254092] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.254150] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.254207] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.254263] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.254319] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.254375] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.254432] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.254488] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.254545] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.254626] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.254685] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.254759] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.254832] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.254891] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.254948] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.255004] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.255061] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.255117] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.255173] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.255235] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.255293] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.255352] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.255408] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.255464] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.255522] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.255602] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.255664] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.255721] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.255777] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.255834] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.255892] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.255950] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.256015] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.256073] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.256129] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.256192] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.256257] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.256314] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.256370] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.256426] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.256483] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.256539] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.256621] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.256706] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.256766] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.256822] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.256879] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.256943] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.257002] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.257066] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.257123] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.257180] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.257237] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.257294] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.257349] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.257406] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.257463] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.257519] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.257590] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.257651] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.257708] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.257764] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.257819] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.257875] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.257933] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.257989] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.258046] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.258102] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.258158] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.258214] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.258269] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.258334] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.258392] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.258449] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.258506] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.258562] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.258642] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.258699] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.258756] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.258812] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.258894] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.258955] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.259011] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.259076] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.259134] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.259190] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.259247] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.259311] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.259376] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.259435] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.259491] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.259547] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.259623] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.259681] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.259745] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.259810] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.259868] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.259925] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.259981] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.260038] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.260094] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.260150] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.260207] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.260263] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.260320] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.260377] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.260441] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.260500] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.260557] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.260633] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.260700] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.260760] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.260817] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.260874] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.260956] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.261016] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.261080] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.261138] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.261195] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.261251] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.261307] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.261363] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.261420] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.261476] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.261532] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.261613] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.261673] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.261730] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.261786] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.261851] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.261909] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.261965] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.262022] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.262078] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.262133] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.262189] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.262245] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.262300] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.262356] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.262412] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.262469] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.262525] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.262596] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.262655] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.262711] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.262766] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.262822] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.262887] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.262945] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.263003] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.263060] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.263118] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.263177] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.263244] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.263304] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.263370] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.263436] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.263494] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.263551] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.263633] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.263692] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.263750] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.263807] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.263872] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.263930] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.263987] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.264044] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.264101] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.264160] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.264217] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.264274] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.264330] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.264387] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.264444] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.264501] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.264558] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.264643] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.264704] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.264762] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.264819] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.264876] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.264933] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.264990] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-17T20:35:23.265048] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.265104] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.265179] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.265238] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.265295] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.265353] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.265411] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.265467] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.265524] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.265598] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.265659] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.265717] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.265774] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.265840] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.265900] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.265959] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.266017] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.266075] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.266133] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.266198] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.266265] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.266325] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.266382] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.266440] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.266498] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.266557] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.266640] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.266701] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.266759] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.266816] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.266874] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.266930] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.266987] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.267045] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.267102] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.267160] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.267218] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.267275] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.267332] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.267389] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.267448] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.267506] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.267564] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.267646] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.267714] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.267774] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.267831] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.267888] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.267947] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.268004] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.268069] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.268128] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.268193] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.268252] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.268309] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.268366] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.268425] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.268499] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.268561] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.268638] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.268697] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.268756] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.268815] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.268902] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.268965] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.269031] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.269095] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.269155] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.269213] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.269272] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.269339] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.269399] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.269458] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.269539] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.269616] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.269677] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.269735] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.269803] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.269863] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.269931] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.269990] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.270056] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.270117] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.270175] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.270233] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.270292] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.270351] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.270416] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.270477] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.270536] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.270612] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.270673] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.270732] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.270791] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.270849] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.270916] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.270976] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.271035] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.271093] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.271152] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.271210] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.271268] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.271334] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.271395] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.271453] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.271519] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.271594] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.271656] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.271714] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.271773] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.271839] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.271900] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.271958] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.272017] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.272077] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.272143] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.272204] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.272263] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.272329] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.272389] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.272448] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.272506] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.272565] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.272648] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.272707] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.272774] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.272833] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.272893] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.272952] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.273010] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.273070] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.273128] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.273187] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.273252] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.273309] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.273366] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.273424] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.273482] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.273550] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.273627] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.273685] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.273743] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.273800] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.273857] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.273932] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.273998] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.274064] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.274123] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.274181] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.274239] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.274296] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.274353] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.274411] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.274468] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.274525] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.274598] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.274667] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.274726] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.274784] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.274842] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.274900] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.274958] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.275017] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.275075] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.275132] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.275199] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.275258] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.275316] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.275372] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.275430] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.275488] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.275553] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.275630] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.275690] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.275748] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.275813] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.275872] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.275930] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.275986] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.276045] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.276109] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.276169] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.276234] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.276294] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.276351] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.276417] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.276483] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.276548] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.276632] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.276692] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.276751] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.276808] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.276866] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.276923] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.276981] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.277038] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.277096] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.277154] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.277213] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.277271] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.277329] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.277386] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.277444] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.277501] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.277567] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.277644] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.277703] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.277760] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.277819] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.277883] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.277941] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.278006] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.278073] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.278139] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.278198] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.278273] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.278331] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.278389] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.278447] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.278505] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.278563] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.278640] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.278698] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.278756] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.278814] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.278891] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.278950] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.279008] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.279066] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.279124] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.279181] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.279238] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.279295] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.279353] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.279418] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.279484] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.279548] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.279624] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.279683] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.279747] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.279805] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.279862] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.279918] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.279975] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.280031] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.280086] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.280143] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.280206] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.280264] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.280320] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.280376] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.280431] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.280486] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.280543] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.280623] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.280682] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.280738] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.280794] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.280851] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.280907] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.280963] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.281019] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.281075] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.281130] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.281186] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.281242] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.281298] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.281355] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.281411] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.281468] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.281524] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.281597] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.281665] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.281723] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.281779] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.281836] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.281892] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.281956] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.282014] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.282072] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.282128] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.282184] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.282240] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.282297] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.282361] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.282426] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.282500] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.282567] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.282645] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.282702] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.282759] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.282816] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.282872] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.282929] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.282985] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.283041] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.283097] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.283154] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.283210] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.283268] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.283324] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.283382] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.283438] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.283494] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.283559] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.283642] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.283700] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.283756] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.283813] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.283871] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.283927] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.283983] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.284048] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.284108] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.284166] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.284223] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.284281] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.284339] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.284396] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.284455] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.284512] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.284591] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.284654] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.284720] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.284779] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.284838] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.284896] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.284953] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.285019] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.285078] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.285143] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.285203] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.285260] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.285318] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.285375] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.285433] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.285498] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.285557] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.285633] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.285692] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.285749] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.285807] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.285864] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.285922] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.285988] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.286046] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.286104] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.286161] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.286218] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.286275] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.286332] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.286398] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.286458] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.286515] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.286590] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.286651] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.286709] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.286784] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.286843] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.286903] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.286966] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.287033] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.287101] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.287168] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.287226] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.287284] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.287342] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.287399] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.287456] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.287522] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.287598] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.287680] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.287739] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.287797] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.287855] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.287913] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.287970] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.288028] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.288086] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.288143] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.288200] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.288257] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.288315] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.288381] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.288439] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-17T20:35:23.288496] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.288565] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.288650] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.288708] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.288766] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.288831] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.288914] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.288976] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.289036] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.289095] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.289156] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.289215] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.289274] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.289334] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.289408] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.289469] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.289736] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.289807] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.289869] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.289943] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.290004] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.290064] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.290125] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.290184] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.290244] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.290303] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.290371] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.290431] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.290490] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.290550] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.290628] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.290690] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.290750] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.290810] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.290870] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.290929] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.290990] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.291050] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.291110] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.291169] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.291228] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.291287] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.291345] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.291423] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.291484] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.291543] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.291623] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.291684] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.291753] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.291814] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.291874] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.291943] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.292021] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-17T20:35:23.292083] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.292144] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.292202] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.292262] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.292322] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.292383] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.292441] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.292500] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.292560] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.292640] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.292701] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.292761] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.292820] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.292890] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.292951] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.293011] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.293080] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.293142] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.293201] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.293270] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.293337] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.293398] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.293458] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.293517] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.293600] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.293664] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.293725] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.293785] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.293846] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.293906] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.293965] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.294025] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.294084] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.294142] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.294201] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.294261] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.294321] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.294388] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.294448] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.294507] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.294567] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.294646] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.294705] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.294766] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.294827] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.294887] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.294955] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.295022] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.295083] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.295143] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.295202] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.295271] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.295332] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.295392] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.295453] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.295513] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.295589] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.295653] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.295713] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.295772] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.295841] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.295919] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.295980] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.296048] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.296110] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-17T20:35:23.296169] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.296229] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.296293] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.296353] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.296412] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.296482] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.296544] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.296629] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.296693] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.296752] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.296820] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.296882] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.296942] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-17T20:35:23.297000] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.297060] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.297118] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.297186] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.297249] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.297308] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.297368] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.297435] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.297509] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.297591] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.297656] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.297715] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.297774] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.297833] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.297893] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.297960] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.298028] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.298096] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.298157] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.298215] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.298275] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.298334] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.298394] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.298453] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.298511] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.298590] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.298655] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.298723] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.298785] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.298845] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.298937] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.298998] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.299058] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.299126] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.299195] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.299264] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.299325] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.299386] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.299446] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.299506] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.299591] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.299654] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.299722] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.299783] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.299842] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.299899] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.299957] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.300015] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.300072] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.300128] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.300186] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.300251] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.300311] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.300368] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.300444] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.300504] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.300563] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.300641] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.300702] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.300762] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.300831] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.300899] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.300961] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.301021] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.301081] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.301140] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.301201] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.301260] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.301320] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.301380] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.301440] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.301507] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.301583] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.301647] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.301722] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.301785] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.301845] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.301904] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.301964] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.302023] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.302083] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.302151] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.302212] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.302281] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.302345] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.302404] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.302473] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.302533] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.302617] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.302680] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.302739] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.302799] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.302860] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.302919] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.302980] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.303039] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.303099] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.303158] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.303219] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.303279] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.303350] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.303412] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.303472] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.303532] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.303609] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.303671] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.303738] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.303798] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.303858] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.303916] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.303976] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.304036] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.304103] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.304164] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.304223] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.304291] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.304352] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.304419] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.304663] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.304726] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.304785] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.304844] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.304904] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.304963] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.305023] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.305101] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.305161] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.305219] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.305278] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.305339] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.305409] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.305471] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.305682] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.305744] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.305805] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.305866] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.305926] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.305986] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.306045] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.306104] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.306163] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.306222] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.306286] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.306346] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.306406] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.306465] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.306536] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.306615] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.306678] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.306737] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.306805] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.306865] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.306924] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.306985] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.307044] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.307112] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.307174] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.307234] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.307294] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.307360] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.307427] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.307487] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.307547] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.307633] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.307694] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.307770] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.307831] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.307890] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.307957] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.308017] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.308078] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.308138] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.308198] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.308257] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.308316] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.308375] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.308435] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.308495] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.308555] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.308635] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.308696] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.308757] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.308826] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.308920] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.308983] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.309042] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.309101] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-17T20:35:23.309160] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.309227] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.309291] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.309351] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.309410] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.309480] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.309543] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.309621] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.309683] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.309766] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.309827] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.309887] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.309947] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.310006] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.310067] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.310127] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.310186] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.310247] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.310307] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.310367] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.310425] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.310484] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.310545] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.310624] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.310686] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.310745] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.310806] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.310866] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.310926] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.310996] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.311058] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.311119] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.311179] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.311239] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.311297] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.311357] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.311417] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.311476] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.311535] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.311647] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.311712] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.311772] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.311831] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.311892] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.311951] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.312020] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.312082] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.312141] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.312201] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.312261] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.312323] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.312382] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.312441] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.312669] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.312739] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.312801] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.312861] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.312921] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.312981] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.313041] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.313101] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.313159] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.313220] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.313280] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.313339] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.313408] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.313470] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.313703] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.313765] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.313833] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.313895] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.313955] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.314016] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.314076] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.314136] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.314196] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.314262] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.314330] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.314389] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.314449] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.314539] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.314621] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.314683] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.314744] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.314804] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.314864] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.314924] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.314983] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.315043] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.315102] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.315161] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.315220] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.315279] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.315338] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.315396] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.315456] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.315515] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.315591] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.315654] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.315712] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.315772] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.315833] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.315891] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.315951] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.316010] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.316069] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.316129] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.316189] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.316248] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.316307] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.316367] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.316427] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.316487] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.316547] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.316632] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.316708] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.316769] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.316830] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.316890] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.316950] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.317011] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-17T20:35:23.317070] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.317139] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.317201] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.317259] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.317319] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.317388] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.317449] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.317657] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.317719] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.317779] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.317838] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.317899] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.317966] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.318036] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-17T20:35:23.318098] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.318165] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.318235] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.318296] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.318356] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.318415] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.318488] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.318550] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.318636] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.318714] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.318776] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.318836] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.318920] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.318981] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.319040] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.319100] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.319184] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.319245] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.319314] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.319376] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.319437] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.319497] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.319556] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.319636] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.319697] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.319757] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.319816] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.319875] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.319951] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.320203] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.320264] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.320323] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.320383] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.320443] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.320502] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.320562] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.320640] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.320711] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.320780] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.320841] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.320901] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.320961] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.321021] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.321080] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.321140] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.321208] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.321275] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.321336] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.321403] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.321464] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.321718] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.321779] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.321838] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.321899] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.321960] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.322019] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.322094] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.322157] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.322217] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.322275] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.322335] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.322395] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.322455] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.322659] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.322728] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.322789] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.322849] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.322916] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.322975] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.323042] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.323103] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.323161] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.323217] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.323276] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.323333] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.323390] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.323449] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.323507] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.323566] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.323645] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.323706] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.323775] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.323836] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.323895] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.323954] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.324010] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.324068] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.324150] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.324219] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.324279] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.324347] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.324408] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.324475] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.324533] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.324618] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.324679] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.324738] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.324797] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.324856] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.324915] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.324973] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.325032] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.325091] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.325152] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.325221] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.325282] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.325342] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.325402] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.325462] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.325522] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.325597] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.325658] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.325730] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.325790] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.325850] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.325908] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.325967] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.326037] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.326099] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.326166] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.326228] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.326288] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.326346] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.326406] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.326465] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.326524] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.326611] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.326677] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.326736] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.326794] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.326853] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.326911] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.326979] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.327041] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.327101] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.327160] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.327227] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.327289] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.327348] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.327407] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.327466] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.327526] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.327603] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.327666] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.327725] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.327785] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.327845] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.327905] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.327965] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.328023] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.328090] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.328152] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.328213] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.328277] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.328338] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.328407] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.328470] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.328529] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.328629] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.328691] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.328752] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.328812] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.328900] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.328962] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.329019] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.329078] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.329145] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.329205] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.329263] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.329322] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.329388] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.329447] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.329506] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.329564] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.329642] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.329700] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.329758] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.329816] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.329875] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.329935] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.329992] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.330059] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.330120] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.330178] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.330235] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.330294] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.330353] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.330412] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.330473] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.330532] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.330614] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.330676] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.330735] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.330793] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.330859] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.330919] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.330978] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.331038] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.331097] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.331157] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.331216] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.331273] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.331333] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.331391] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.331458] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.331518] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.331593] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.331656] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.331723] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.331782] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.331840] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.331898] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.331957] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.332013] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.332071] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.332130] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.332189] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-17T20:35:23.332247] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.332306] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.332374] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.332436] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.332494] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.332554] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.332633] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.332692] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.332751] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.332808] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.332868] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.332925] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.333008] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.333068] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.333127] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.333184] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.333248] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.333308] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.333367] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.333424] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.333489] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.333549] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.333630] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.333690] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.333749] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.333816] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.333877] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.333936] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-17T20:35:23.333995] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.334066] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.334125] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334186] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.334255] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.334318] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334378] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334439] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.334509] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.334569] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334650] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.334719] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334781] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.334840] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.334899] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.334959] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.335019] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.335079] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.335137] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.335197] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.335269] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.335331] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.335391] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.335450] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.335678] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.335740] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.335809] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.335872] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.335932] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.335998] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.336062] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.336123] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.336183] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.336243] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.336302] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.336361] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.336420] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.336479] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.336694] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.336763] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.336833] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.336895] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.336956] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.337024] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.337095] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.337156] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.337216] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.337275] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.337336] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.337396] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.337466] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.337528] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.337605] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.337668] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.337728] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.337812] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.337874] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.337943] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.338012] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.338073] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.338141] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.338203] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.338264] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.338324] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.338385] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.338445] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.338505] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-17T20:35:23.338565] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.338645] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.338717] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.338778] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.338838] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.338916] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.338977] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.339046] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.339108] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.339168] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.339245] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.339307] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.339368] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.339427] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.339489] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.339550] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.339635] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.339697] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.339758] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.339817] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.339877] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.339937] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.339997] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.340065] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.340127] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.340186] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.340246] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.340305] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.340364] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.340423] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.340482] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.340542] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.340624] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.340685] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.340746] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.340806] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.340874] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.340935] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.340994] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.341062] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.341125] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.341184] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.341247] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.341310] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.341369] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.341429] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.341489] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.341550] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.341636] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.341696] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.341755] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.341814] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.341874] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.341934] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.341992] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.342051] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.342120] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.342181] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.342242] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.342325] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.342395] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.342457] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.342525] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.342605] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.342669] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.342728] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.342787] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.342853] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.342913] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.342974] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.343033] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.343093] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.343152] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.343220] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.343280] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.343340] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.343399] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.343459] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.343518] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.343593] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.343657] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.343717] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.343785] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-17T20:35:23.343856] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.343919] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.343981] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.344042] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.344116] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.344179] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.344238] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.344298] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.344358] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.344418] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.344478] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.344537] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.344620] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.344683] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.344751] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.344819] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.344881] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.344941] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.345000] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.345069] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.345130] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.345189] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.345250] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.345318] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.345378] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.345438] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.345499] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.345559] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.345637] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.345697] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.345756] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.345815] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.345881] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.345943] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.346011] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.346073] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.346133] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.346192] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.346262] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.346323] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.346384] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.346442] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.346509] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.346587] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.346651] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.346720] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.346782] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.346864] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.346925] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.346993] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.347054] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.347115] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.347182] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.347243] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.347307] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.347366] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.347440] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.347502] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.347562] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.347641] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.347701] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.347769] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.347832] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.347892] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.347951] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.348011] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.348070] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.348129] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.348189] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.348249] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.348309] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.348368] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.348429] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.348488] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.348554] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.348641] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.348703] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-17T20:35:23.348763] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.348823] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.348902] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.348972] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.349032] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.349092] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.349153] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.349223] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.349298] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.349367] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.349427] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.349486] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.349546] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.349624] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.349685] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.349744] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.349804] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.349863] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.349922] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.349981] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.350042] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.350101] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.350160] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.350228] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.350291] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.350351] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.350410] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.350468] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.350527] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.350604] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.350667] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.350726] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.350787] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.350846] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.350906] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.350965] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.351024] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.351084] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.351143] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.351203] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.351263] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.351361] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.351424] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.351483] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.351556] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.351638] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.351700] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.351760] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.351819] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.351878] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.351946] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.352013] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.352073] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.352134] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.352194] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.352252] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.352311] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.352370] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.352429] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.352488] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.352546] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.352625] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.352687] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-17T20:35:23.352757] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.352819] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.352879] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.352938] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.353006] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.353067] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.353126] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.353185] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.353255] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.353318] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.353377] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.353437] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.353495] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.353555] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.353640] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.353702] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.353770] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.353831] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.353891] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.353959] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.354020] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.354079] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.354147] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.354208] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.354270] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.354329] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.354390] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.354450] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.354510] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.354585] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.354648] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.354708] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.354769] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.354828] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.354888] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.354948] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.355008] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.355069] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.355129] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.355188] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.355249] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.355308] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.355368] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.355428] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.355488] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.355549] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.355627] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.355696] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.355758] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.355840] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.355899] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.355959] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.356018] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.356083] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.356152] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.356222] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.356288] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.356348] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.356409] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.356469] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.356539] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.356619] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.356682] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.356743] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.356813] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-17T20:35:23.356877] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.356948] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-17T20:35:23.357010] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.357071] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.357132] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.357192] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.357252] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.357312] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.357372] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.357440] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.357502] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.357564] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.357658] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.357722] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.357783] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.357843] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.357905] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-17T20:35:23.357966] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.358024] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.358086] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.358146] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.358206] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.358275] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.358337] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.358397] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.358458] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.358519] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.358605] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.358668] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.358727] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.358789] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.358876] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.358940] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.359001] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.359062] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.359131] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.359195] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.359256] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.359318] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.359387] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.359451] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.359512] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.359590] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.359655] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.359716] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.359775] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.359836] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.359897] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.359959] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.360019] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.360088] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.360157] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.360219] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-17T20:35:23.360289] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.360350] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.360438] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.360503] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.360563] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.360645] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.360708] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.360768] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-17T20:35:23.360830] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.360891] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.360952] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.361014] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.361081] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.361142] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.361204] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.361264] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.361332] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.361403] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.361465] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.361526] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.361609] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.361671] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.361732] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.361793] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.361852] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.361919] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.361987] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.362048] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.362115] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.362176] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.362243] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.362306] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.362365] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.362425] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.362484] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.362544] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.362628] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-17T20:35:23.362689] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.362748] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.362808] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.362867] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.362928] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.362987] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.363056] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.363117] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.363176] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.363237] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.363296] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.363355] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.363415] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.363482] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.363543] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.363628] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.363692] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.363751] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.363811] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.363871] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.363932] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.363992] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.364052] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.364131] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-17T20:35:23.364193] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.364253] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.364502] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-17T20:35:23.364585] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.364650] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.364712] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.364771] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.364832] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-17T20:35:23.364892] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.364951] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.365012] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-17T20:35:23.365071] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-17T20:35:23.365155] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.365216] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.365277] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.365336] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.365394] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.365462] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.365525] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.365609] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.365674] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-17T20:35:23.365735] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.365795] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.365856] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.365916] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-17T20:35:23.365976] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.366036] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.366111] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.366173] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.366233] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.366293] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.366353] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.366414] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-17T20:35:23.366473] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-17T20:35:23.366534] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.366612] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.366683] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-17T20:35:23.366744] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.366804] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-17T20:35:23.366863] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.366923] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.366983] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.367043] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.367103] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-17T20:35:23.367162] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.367223] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.367291] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-17T20:35:23.367353] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.367413] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-17T20:35:23.367472] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.367531] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.367616] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-17T20:35:23.367677] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.367738] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-17T20:35:23.367808] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.367868] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.367929] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-17T20:35:23.368005] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.368067] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-17T20:35:23.368127] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-17T20:35:23.368187] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-17T20:35:23.368246] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-17T20:35:23.368307] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.368367] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-17T20:35:23.368427] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-17T20:35:23.368493] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-17T20:35:23.368554] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.368642] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-17T20:35:23.368704] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-17T20:35:23.368763] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-17T20:35:23.368821] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-17T20:35:23.368905] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-17T20:35:23.370895] [INFO ] [LOCAL     ] Saved consolidated report: 3575 forecasts -> ./output/forecasts/full/2025-12-18.txt
[2025-12-17T20:35:23.370942] [INFO ] [sig       ] [47/47] Successfully generated report for 2025-12-18: 3575 entries
[2025-12-17T20:35:23.370973] [INFO ] [sig       ] ==================================================
[2025-12-17T20:35:23.371000] [INFO ] [sig       ] Report generation complete: 47/47 reports succeeded
[2025-12-17T20:35:24.196466] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-17T20:35:24.196665] [INFO ] [sig       ] Email notification sent
[2025-12-17T20:35:24.197177] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-17T20:35:24.197333] [INFO ] [STATE     ] Last completion updated: 2025-12-17T20:35:24.197232